{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# -*- coding: utf-8 -*-\n",
    "\n",
    "import os\n",
    "import sys\n",
    "import time\n",
    "import math\n",
    "import pandas as pd\n",
    "import numpy  as np\n",
    "from datetime import datetime, timedelta\n",
    "import traceback\n",
    "from utils.timecheck import ntp_client\n",
    "\n",
    "from api.asset     import cal_strategy_trade_usdt\n",
    "from api.position  import update_symbol_info, reset_leverage\n",
    "from api.market    import fetch_all_binance_swap_candle_data, fetch_binance_ticker_data\n",
    "from api.trade     import cal_order_amount, place_order, get_twap_symbol_info_list\n",
    "from utils.notification import send_msg_for_position, send_wechat_work_msg,send_dataframe\n",
    "\n",
    "from functions     import cal_factor, set_fundingrate,Select_coin\n",
    "from utils.commons import robust, sleep_until_run_time\n",
    "from rebalance.fee import replenish_bnb\n",
    "from config        import *\n",
    "from BMACFunctions import fetch_all_binance_swap_candle_data2, get_fundingrate\n",
    "\n",
    "\n",
    "#sys.stdout.reconfigure(encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "quant.initialize()\n",
    "debug=True\n",
    "\n",
    "\n",
    "\n",
    "# ===设置默认最大杠杆数，变相增加资金容量\n",
    "# if not debug:\n",
    "# \treset_leverage(quant.exchange, max_leverage=5)\n",
    "#获取全策略的列表\n",
    "all_strategy_list = []\n",
    "for strategy_ in strategy_dic:\n",
    "    all_strategy_list += strategy_dic[strategy_]['strategy_list']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "ename": "JSONDecodeError",
     "evalue": "Expecting value: line 1 column 1 (char 0)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mJSONDecodeError\u001b[0m                           Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[5], line 20\u001b[0m\n\u001b[1;32m     13\u001b[0m twap_interval        \u001b[38;5;241m=\u001b[39m quant\u001b[38;5;241m.\u001b[39mtwap_interval\n\u001b[1;32m     16\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m debug:\n\u001b[1;32m     17\u001b[0m     \u001b[38;5;66;03m# 测试计算\u001b[39;00m\n\u001b[1;32m     18\u001b[0m     \u001b[38;5;66;03m# equity = 1000\u001b[39;00m\n\u001b[1;32m     19\u001b[0m     \u001b[38;5;66;03m# 真实账户\u001b[39;00m\n\u001b[0;32m---> 20\u001b[0m     balance    \u001b[38;5;241m=\u001b[39m \u001b[43mrobust\u001b[49m\u001b[43m(\u001b[49m\u001b[43mexchange\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfapiPrivateV2_get_balance\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunc_name\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mfapiPrivateV2_get_balance\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m  \u001b[38;5;66;03m# 获取账户净值\u001b[39;00m\n\u001b[1;32m     21\u001b[0m     balance    \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mDataFrame(balance)\n\u001b[1;32m     22\u001b[0m     equity     \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mfloat\u001b[39m(balance[balance[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124masset\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mUSDT\u001b[39m\u001b[38;5;124m'\u001b[39m][\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mbalance\u001b[39m\u001b[38;5;124m'\u001b[39m])\t\t\t\n",
      "File \u001b[0;32m~/BMAC中性2/多策略多账户/src_product_多/utils/commons.py:31\u001b[0m, in \u001b[0;36mrobust\u001b[0;34m(func, params, func_name, retry_times, sleep_seconds)\u001b[0m\n\u001b[1;32m     29\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(e, ccxt\u001b[38;5;241m.\u001b[39mExchangeError):\n\u001b[1;32m     30\u001b[0m     msg \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mstr\u001b[39m(e)\u001b[38;5;241m.\u001b[39mreplace(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mbinance\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m)\u001b[38;5;241m.\u001b[39mstrip()\n\u001b[0;32m---> 31\u001b[0m     error_code \u001b[38;5;241m=\u001b[39m \u001b[43mjson\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mloads\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmsg\u001b[49m\u001b[43m)\u001b[49m[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcode\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[1;32m     32\u001b[0m     \u001b[38;5;66;03m# {'code': -2022, 'msg': 'ReduceOnly Order is rejected.'}\u001b[39;00m\n\u001b[1;32m     33\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m error_code \u001b[38;5;129;01min\u001b[39;00m (\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m2022\u001b[39m, ):\n",
      "File \u001b[0;32m~/anaconda3/envs/py38trading/lib/python3.8/json/__init__.py:357\u001b[0m, in \u001b[0;36mloads\u001b[0;34m(s, cls, object_hook, parse_float, parse_int, parse_constant, object_pairs_hook, **kw)\u001b[0m\n\u001b[1;32m    352\u001b[0m     \u001b[38;5;28;01mdel\u001b[39;00m kw[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mencoding\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[1;32m    354\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (\u001b[38;5;28mcls\u001b[39m \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m object_hook \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m\n\u001b[1;32m    355\u001b[0m         parse_int \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m parse_float \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m\n\u001b[1;32m    356\u001b[0m         parse_constant \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m object_pairs_hook \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m kw):\n\u001b[0;32m--> 357\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_default_decoder\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdecode\u001b[49m\u001b[43m(\u001b[49m\u001b[43ms\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    358\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mcls\u001b[39m \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    359\u001b[0m     \u001b[38;5;28mcls\u001b[39m \u001b[38;5;241m=\u001b[39m JSONDecoder\n",
      "File \u001b[0;32m~/anaconda3/envs/py38trading/lib/python3.8/json/decoder.py:337\u001b[0m, in \u001b[0;36mJSONDecoder.decode\u001b[0;34m(self, s, _w)\u001b[0m\n\u001b[1;32m    332\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mdecode\u001b[39m(\u001b[38;5;28mself\u001b[39m, s, _w\u001b[38;5;241m=\u001b[39mWHITESPACE\u001b[38;5;241m.\u001b[39mmatch):\n\u001b[1;32m    333\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"Return the Python representation of ``s`` (a ``str`` instance\u001b[39;00m\n\u001b[1;32m    334\u001b[0m \u001b[38;5;124;03m    containing a JSON document).\u001b[39;00m\n\u001b[1;32m    335\u001b[0m \n\u001b[1;32m    336\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m--> 337\u001b[0m     obj, end \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mraw_decode\u001b[49m\u001b[43m(\u001b[49m\u001b[43ms\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43midx\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m_w\u001b[49m\u001b[43m(\u001b[49m\u001b[43ms\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mend\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    338\u001b[0m     end \u001b[38;5;241m=\u001b[39m _w(s, end)\u001b[38;5;241m.\u001b[39mend()\n\u001b[1;32m    339\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m end \u001b[38;5;241m!=\u001b[39m \u001b[38;5;28mlen\u001b[39m(s):\n",
      "File \u001b[0;32m~/anaconda3/envs/py38trading/lib/python3.8/json/decoder.py:355\u001b[0m, in \u001b[0;36mJSONDecoder.raw_decode\u001b[0;34m(self, s, idx)\u001b[0m\n\u001b[1;32m    353\u001b[0m     obj, end \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mscan_once(s, idx)\n\u001b[1;32m    354\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mStopIteration\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[0;32m--> 355\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m JSONDecodeError(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mExpecting value\u001b[39m\u001b[38;5;124m\"\u001b[39m, s, err\u001b[38;5;241m.\u001b[39mvalue) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m    356\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m obj, end\n",
      "\u001b[0;31mJSONDecodeError\u001b[0m: Expecting value: line 1 column 1 (char 0)"
     ]
    }
   ],
   "source": [
    "quant.load_market()\n",
    "exchange        \t = quant.exchange\n",
    "symbol_list     \t = quant.symbol_list\n",
    "min_qty         \t = quant.min_qty\n",
    "price_precision \t = quant.price_precision\n",
    "min_notional  \t\t = quant.min_notional\n",
    "njob1           \t = quant.njob1\n",
    "njob2           \t = quant.njob2\n",
    "trade_ratio     \t = quant.trade_ratio\n",
    "strategy_list   \t = all_strategy_list\n",
    "min_kline_size  \t = quant.min_kline_size\n",
    "max_one_order_amount = quant.max_one_order_amount\n",
    "twap_interval        = quant.twap_interval\n",
    "\n",
    "\n",
    "if debug:\n",
    "    # 测试计算\n",
    "    # equity = 1000\n",
    "    # 真实账户\n",
    "    balance    = robust(exchange.fapiPrivateV2_get_balance, func_name='fapiPrivateV2_get_balance')  # 获取账户净值\n",
    "    balance    = pd.DataFrame(balance)\n",
    "    equity     = float(balance[balance['asset'] == 'USDT']['balance'])\t\t\t\n",
    "    equity_unrealized = float(balance[balance['asset'] == 'USDT']['crossUnPnl'])\n",
    "\n",
    "else:\n",
    "    balance    = robust(exchange.fapiPrivateV2_get_balance, func_name='fapiPrivateV2_get_balance')  # 获取账户净值\n",
    "    balance    = pd.DataFrame(balance)\n",
    "    equity     = float(balance[balance['asset'] == 'USDT']['balance'])\n",
    "    equity_unrealized = float(balance[balance['asset'] == 'USDT']['crossUnPnl'])\n",
    "\n",
    "trade_usdt = (equity+equity_unrealized)*trade_ratio\n",
    "print('账户净值:', (equity+equity_unrealized), '杠杆:', trade_ratio, '实际净值:', trade_usdt)\n",
    "send_wechat_work_msg(f\"账户净值: {equity+equity_unrealized}美元,加完杠杆后的资金量 {trade_usdt}美元!\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# =====获取每个策略分配的资金：固定资金，之后的版本会改成浮动\n",
    "strategy_trade_usdt = cal_strategy_trade_usdt(strategy_list, trade_usdt)\n",
    "# =====获取账户的实际持仓\n",
    "if debug:\n",
    "    # symbol_info = pd.DataFrame(index=symbol_list, columns=['当前持仓量'])\n",
    "    # symbol_info['当前持仓量'] = 0\n",
    "    symbol_info = update_symbol_info(exchange, symbol_list)\n",
    "else:\n",
    "    symbol_info = update_symbol_info(exchange, symbol_list)\n",
    "\n",
    "dfsendtowechat=symbol_info[symbol_info[\"当前持仓量\"]!=0] #正负持仓\n",
    "send_dataframe(dfsendtowechat)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 改时间"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# =====sleep直到下一个整点小时\n",
    "debug=True\n",
    "if debug:\n",
    "    # run_time = datetime.strptime('2021-12-23 16:00:00', \"%Y-%m-%d %H:%M:%S\")\n",
    "    run_time = datetime.strptime('2024-03-14 23:00:00', \"%Y-%m-%d %H:%M:%S\")\n",
    "else:\n",
    "    # run_time = datetime(2023, 12, 2, 2, 0, 0)        # BMAC版本,测试用\n",
    "    run_time = sleep_until_run_time('1h', if_sleep=True,  cheat_seconds=0)\n",
    "\n",
    "now = datetime.now()\n",
    "# =====合约每日结算时api暂停1分钟\n",
    "if (now.hour % 8 == 0 and now.minute == 0):\n",
    "    print('每日结算时间')\n",
    "    time.sleep(60 - now.second)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-03-14 23:00:00+07:37\n",
      "no enough data AEVOUSDT\n",
      "no enough data VANRYUSDT\n",
      "获取所有币种K线数据完成，花费时间： 1.0092451572418213\n",
      "{'WAXPUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-10-18 22:00:00+08:00  0.07080  0.07080  0.06447  0.06845   \n",
      "1    2023-10-18 23:00:00+08:00  0.06840  0.06900  0.06500  0.06633   \n",
      "2    2023-10-19 00:00:00+08:00  0.06631  0.06724  0.05580  0.05637   \n",
      "3    2023-10-19 01:00:00+08:00  0.05640  0.06297  0.05559  0.05852   \n",
      "4    2023-10-19 02:00:00+08:00  0.05855  0.05950  0.05383  0.05401   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "3548 2024-03-14 18:00:00+08:00  0.09818  0.09850  0.09660  0.09694   \n",
      "3549 2024-03-14 19:00:00+08:00  0.09694  0.09723  0.09510  0.09606   \n",
      "3550 2024-03-14 20:00:00+08:00  0.09605  0.09666  0.09473  0.09533   \n",
      "3551 2024-03-14 21:00:00+08:00  0.09534  0.09559  0.09141  0.09261   \n",
      "3552 2024-03-14 22:00:00+08:00  0.09260  0.09473  0.09253  0.09371   \n",
      "\n",
      "           volume                          close_time  quote_volume  \\\n",
      "0      81960270.0 2023-10-18 22:59:59.999000064+08:00  5.602396e+06   \n",
      "1     133935408.0 2023-10-18 23:59:59.999000064+08:00  8.922877e+06   \n",
      "2     265589452.0 2023-10-19 00:59:59.999000064+08:00  1.603521e+07   \n",
      "3     278356967.0 2023-10-19 01:59:59.999000064+08:00  1.654387e+07   \n",
      "4     129267105.0 2023-10-19 02:59:59.999000064+08:00  7.280739e+06   \n",
      "...           ...                                 ...           ...   \n",
      "3548    7288181.0 2024-03-14 18:59:59.999000064+08:00  7.109380e+05   \n",
      "3549    9711529.0 2024-03-14 19:59:59.999000064+08:00  9.324442e+05   \n",
      "3550   12691612.0 2024-03-14 20:59:59.999000064+08:00  1.212173e+06   \n",
      "3551   19514245.0 2024-03-14 21:59:59.999000064+08:00  1.822615e+06   \n",
      "3552   10820841.0 2024-03-14 22:59:59.999000064+08:00  1.013683e+06   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0       20454.0                   38836228.0                  2.654686e+06   \n",
      "1       44290.0                   70416503.0                  4.692327e+06   \n",
      "2       72433.0                  129415163.0                  7.793683e+06   \n",
      "3       76927.0                  145304438.0                  8.634910e+06   \n",
      "4       34343.0                   62052409.0                  3.498686e+06   \n",
      "...         ...                          ...                           ...   \n",
      "3548     7262.0                    3331088.0                  3.252557e+05   \n",
      "3549    10008.0                    4491092.0                  4.315383e+05   \n",
      "3550    12108.0                    5784661.0                  5.528877e+05   \n",
      "3551    19175.0                    9684428.0                  9.051344e+05   \n",
      "3552    12717.0                    5589797.0                  5.237823e+05   \n",
      "\n",
      "        symbol  \n",
      "0     WAXPUSDT  \n",
      "1     WAXPUSDT  \n",
      "2     WAXPUSDT  \n",
      "3     WAXPUSDT  \n",
      "4     WAXPUSDT  \n",
      "...        ...  \n",
      "3548  WAXPUSDT  \n",
      "3549  WAXPUSDT  \n",
      "3550  WAXPUSDT  \n",
      "3551  WAXPUSDT  \n",
      "3552  WAXPUSDT  \n",
      "\n",
      "[3553 rows x 12 columns], 'VETUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.02212  0.02230  0.02207  0.02222   \n",
      "1    2023-01-23 08:00:00+08:00  0.02222  0.02247  0.02221  0.02233   \n",
      "2    2023-01-23 09:00:00+08:00  0.02233  0.02252  0.02228  0.02230   \n",
      "3    2023-01-23 10:00:00+08:00  0.02230  0.02247  0.02227  0.02242   \n",
      "4    2023-01-23 11:00:00+08:00  0.02243  0.02245  0.02215  0.02216   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.04886  0.04895  0.04832  0.04845   \n",
      "9996 2024-03-14 19:00:00+08:00  0.04844  0.04855  0.04766  0.04808   \n",
      "9997 2024-03-14 20:00:00+08:00  0.04808  0.04841  0.04764  0.04790   \n",
      "9998 2024-03-14 21:00:00+08:00  0.04789  0.04803  0.04614  0.04674   \n",
      "9999 2024-03-14 22:00:00+08:00  0.04673  0.04759  0.04671  0.04711   \n",
      "\n",
      "           volume                          close_time  quote_volume  \\\n",
      "0      32778603.0 2023-01-23 07:59:59.999000064+08:00  7.271708e+05   \n",
      "1      55967261.0 2023-01-23 08:59:59.999000064+08:00  1.250286e+06   \n",
      "2      30635790.0 2023-01-23 09:59:59.999000064+08:00  6.871674e+05   \n",
      "3      23422631.0 2023-01-23 10:59:59.999000064+08:00  5.235689e+05   \n",
      "4      33938510.0 2023-01-23 11:59:59.999000064+08:00  7.563135e+05   \n",
      "...           ...                                 ...           ...   \n",
      "9995   46360762.0 2024-03-14 18:59:59.999000064+08:00  2.257325e+06   \n",
      "9996   73556326.0 2024-03-14 19:59:59.999000064+08:00  3.530548e+06   \n",
      "9997   58609608.0 2024-03-14 20:59:59.999000064+08:00  2.808922e+06   \n",
      "9998  165073631.0 2024-03-14 21:59:59.999000064+08:00  7.750425e+06   \n",
      "9999  106227678.0 2024-03-14 22:59:59.999000064+08:00  5.007361e+06   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0        3867.0                   17115519.0                  3.796326e+05   \n",
      "1        5983.0                   24405594.0                  5.452576e+05   \n",
      "2        3880.0                   14058930.0                  3.153841e+05   \n",
      "3        3295.0                   12440146.0                  2.780319e+05   \n",
      "4        3966.0                   15259193.0                  3.401963e+05   \n",
      "...         ...                          ...                           ...   \n",
      "9995     9300.0                   21685572.0                  1.055999e+06   \n",
      "9996    15285.0                   38055114.0                  1.827539e+06   \n",
      "9997    12740.0                   31733308.0                  1.521183e+06   \n",
      "9998    33726.0                   81395202.0                  3.820765e+06   \n",
      "9999    23208.0                   46640407.0                  2.198157e+06   \n",
      "\n",
      "       symbol  \n",
      "0     VETUSDT  \n",
      "1     VETUSDT  \n",
      "2     VETUSDT  \n",
      "3     VETUSDT  \n",
      "4     VETUSDT  \n",
      "...       ...  \n",
      "9995  VETUSDT  \n",
      "9996  VETUSDT  \n",
      "9997  VETUSDT  \n",
      "9998  VETUSDT  \n",
      "9999  VETUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'CTSIUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.1440  0.1443  0.1411  0.1413   9386698.0   \n",
      "1    2023-01-23 08:00:00+08:00  0.1414  0.1453  0.1414  0.1448  14512503.0   \n",
      "2    2023-01-23 09:00:00+08:00  0.1447  0.1464  0.1438  0.1448  11698960.0   \n",
      "3    2023-01-23 10:00:00+08:00  0.1448  0.1484  0.1447  0.1471  10657027.0   \n",
      "4    2023-01-23 11:00:00+08:00  0.1470  0.1473  0.1439  0.1448  10360697.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.3957  0.3961  0.3878  0.3888   1755849.0   \n",
      "9996 2024-03-14 19:00:00+08:00  0.3888  0.3901  0.3826  0.3881   3513878.0   \n",
      "9997 2024-03-14 20:00:00+08:00  0.3881  0.3906  0.3831  0.3858   2508196.0   \n",
      "9998 2024-03-14 21:00:00+08:00  0.3858  0.3867  0.3691  0.3744   7447244.0   \n",
      "9999 2024-03-14 22:00:00+08:00  0.3743  0.3828  0.3741  0.3806   4553144.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.340789e+06     5576.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  2.090378e+06     8140.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.698533e+06     5983.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.567757e+06     5924.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.510429e+06     5908.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  6.886163e+05     5931.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.356348e+06    10438.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  9.686143e+05     7837.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  2.807382e+06    19234.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  1.724244e+06    14182.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                       4511420.0                  6.447581e+05  CTSIUSDT  \n",
      "1                       7626678.0                  1.098366e+06  CTSIUSDT  \n",
      "2                       5780978.0                  8.396595e+05  CTSIUSDT  \n",
      "3                       6058098.0                  8.908691e+05  CTSIUSDT  \n",
      "4                       3660575.0                  5.345981e+05  CTSIUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9995                     735272.0                  2.881582e+05  CTSIUSDT  \n",
      "9996                    1437568.0                  5.548984e+05  CTSIUSDT  \n",
      "9997                    1124801.0                  4.345073e+05  CTSIUSDT  \n",
      "9998                    3268187.0                  1.233020e+06  CTSIUSDT  \n",
      "9999                    2483071.0                  9.409346e+05  CTSIUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'ENSUSDT':              candle_begin_time    open    high     low   close    volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  14.363  14.565  14.326  14.522   89376.6   \n",
      "1    2023-01-23 08:00:00+08:00  14.522  14.916  14.514  14.792  161598.8   \n",
      "2    2023-01-23 09:00:00+08:00  14.791  14.976  14.791  14.823   90268.4   \n",
      "3    2023-01-23 10:00:00+08:00  14.827  14.957  14.810  14.920   56591.5   \n",
      "4    2023-01-23 11:00:00+08:00  14.914  14.933  14.738  14.755   68668.1   \n",
      "...                        ...     ...     ...     ...     ...       ...   \n",
      "9995 2024-03-14 18:00:00+08:00  25.197  25.224  24.677  24.811  192925.2   \n",
      "9996 2024-03-14 19:00:00+08:00  24.811  24.966  24.608  24.848  214790.4   \n",
      "9997 2024-03-14 20:00:00+08:00  24.853  24.930  24.520  24.737  137902.3   \n",
      "9998 2024-03-14 21:00:00+08:00  24.738  24.811  23.800  24.146  411811.2   \n",
      "9999 2024-03-14 22:00:00+08:00  24.144  24.567  24.102  24.359  334254.5   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.290989e+06     6608.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  2.385979e+06    11542.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.345290e+06     6826.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  8.417181e+05     4962.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.018088e+06     5816.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  4.817938e+06    22375.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  5.312111e+06    27904.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  3.404609e+06    19244.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  9.990990e+06    52455.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  8.128284e+06    59116.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                         46723.1                  6.751385e+05  ENSUSDT  \n",
      "1                         75189.2                  1.109657e+06  ENSUSDT  \n",
      "2                         42195.0                  6.289412e+05  ENSUSDT  \n",
      "3                         26252.9                  3.905405e+05  ENSUSDT  \n",
      "4                         28168.0                  4.176911e+05  ENSUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                      86693.9                  2.166683e+06  ENSUSDT  \n",
      "9996                     110889.7                  2.742906e+06  ENSUSDT  \n",
      "9997                      63662.0                  1.572494e+06  ENSUSDT  \n",
      "9998                     184952.7                  4.489361e+06  ENSUSDT  \n",
      "9999                     178946.6                  4.353283e+06  ENSUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'ONTUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.2004  0.2014  0.1996  0.2002  2963990.9   \n",
      "1    2023-01-23 08:00:00+08:00  0.2003  0.2046  0.2003  0.2031  7434833.1   \n",
      "2    2023-01-23 09:00:00+08:00  0.2031  0.2053  0.2028  0.2029  3513622.3   \n",
      "3    2023-01-23 10:00:00+08:00  0.2029  0.2042  0.2024  0.2037  2151631.7   \n",
      "4    2023-01-23 11:00:00+08:00  0.2038  0.2042  0.2016  0.2020  3253509.7   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.3987  0.3995  0.3942  0.3949  1510168.1   \n",
      "9996 2024-03-14 19:00:00+08:00  0.3949  0.3963  0.3895  0.3959  4892580.2   \n",
      "9997 2024-03-14 20:00:00+08:00  0.3958  0.3987  0.3918  0.3941  3160333.1   \n",
      "9998 2024-03-14 21:00:00+08:00  0.3940  0.3952  0.3735  0.3796  8534546.0   \n",
      "9999 2024-03-14 22:00:00+08:00  0.3796  0.3882  0.3794  0.3867  6214040.1   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  5.942017e+05     3359.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.507489e+06     5985.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  7.168555e+05     3586.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  4.373408e+05     2593.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  6.597830e+05     2974.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  5.992827e+05     4183.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.924199e+06    11208.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  1.247636e+06     8543.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  3.270181e+06    22966.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  2.384595e+06    18217.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       1580722.9                  3.168204e+05  ONTUSDT  \n",
      "1                       3732896.3                  7.564483e+05  ONTUSDT  \n",
      "2                       1542855.8                  3.146904e+05  ONTUSDT  \n",
      "3                       1098704.0                  2.233024e+05  ONTUSDT  \n",
      "4                       1653380.8                  3.352655e+05  ONTUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                     722022.3                  2.866295e+05  ONTUSDT  \n",
      "9996                    2534420.9                  9.970018e+05  ONTUSDT  \n",
      "9997                    1539045.4                  6.076984e+05  ONTUSDT  \n",
      "9998                    3442108.3                  1.321199e+06  ONTUSDT  \n",
      "9999                    3273021.7                  1.256142e+06  ONTUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'CTKUSDT':              candle_begin_time    open    high     low   close    volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.7892  0.7938  0.7885  0.7905  446276.0   \n",
      "1    2023-01-23 08:00:00+08:00  0.7905  0.8038  0.7897  0.8020  849297.0   \n",
      "2    2023-01-23 09:00:00+08:00  0.8016  0.8125  0.8006  0.8075  529317.0   \n",
      "3    2023-01-23 10:00:00+08:00  0.8079  0.8150  0.8078  0.8132  483507.0   \n",
      "4    2023-01-23 11:00:00+08:00  0.8131  0.8146  0.8070  0.8096  437843.0   \n",
      "...                        ...     ...     ...     ...     ...       ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.9977  0.9988  0.9800  0.9824  392612.0   \n",
      "9996 2024-03-14 19:00:00+08:00  0.9822  0.9850  0.9682  0.9805  325289.0   \n",
      "9997 2024-03-14 20:00:00+08:00  0.9803  0.9907  0.9695  0.9750  362475.0   \n",
      "9998 2024-03-14 21:00:00+08:00  0.9750  0.9768  0.9317  0.9444  891541.0   \n",
      "9999 2024-03-14 22:00:00+08:00  0.9443  0.9709  0.9439  0.9640  621110.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00   353021.0445     3302.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00   675834.1036     4200.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00   426948.2318     3376.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00   392180.6244     2781.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00   354960.7850     3117.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00   388701.8323     5607.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00   317691.7351     6643.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00   354748.1317     6972.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00   848656.0750    14894.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00   596265.0392    13707.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                        189642.0                   150054.3794  CTKUSDT  \n",
      "1                        504909.0                   401475.9539  CTKUSDT  \n",
      "2                        262970.0                   212122.5757  CTKUSDT  \n",
      "3                        210905.0                   171114.5724  CTKUSDT  \n",
      "4                        232328.0                   188384.4261  CTKUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                     182150.0                   180402.7526  CTKUSDT  \n",
      "9996                     165868.0                   161960.8544  CTKUSDT  \n",
      "9997                     166851.0                   163156.8478  CTKUSDT  \n",
      "9998                     407737.0                   387708.2292  CTKUSDT  \n",
      "9999                     318620.0                   305911.3092  CTKUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'ACEUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-12-18 18:00:00+08:00  13.5000  14.8136  13.5000  13.9754   \n",
      "1    2023-12-18 19:00:00+08:00  13.9756  15.7300  13.9705  15.5036   \n",
      "2    2023-12-18 20:00:00+08:00  15.5038  16.3560  15.2697  15.9110   \n",
      "3    2023-12-18 21:00:00+08:00  15.9039  15.9289  14.0694  14.4215   \n",
      "4    2023-12-18 22:00:00+08:00  14.4215  14.6041  13.8000  14.4543   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "2088 2024-03-14 18:00:00+08:00  12.4360  12.7718  12.2116  12.2848   \n",
      "2089 2024-03-14 19:00:00+08:00  12.2833  12.3436  12.0809  12.2216   \n",
      "2090 2024-03-14 20:00:00+08:00  12.2212  12.3322  12.0288  12.1277   \n",
      "2091 2024-03-14 21:00:00+08:00  12.1278  12.1752  11.5882  11.7551   \n",
      "2092 2024-03-14 22:00:00+08:00  11.7536  12.0822  11.7416  11.9436   \n",
      "\n",
      "          volume                          close_time  quote_volume  trade_num  \\\n",
      "0     2892626.02 2023-12-18 18:59:59.999000064+08:00  4.102977e+07   164749.0   \n",
      "1     4272512.71 2023-12-18 19:59:59.999000064+08:00  6.386929e+07   213266.0   \n",
      "2     5980163.49 2023-12-18 20:59:59.999000064+08:00  9.506509e+07   322006.0   \n",
      "3     6663058.18 2023-12-18 21:59:59.999000064+08:00  9.900083e+07   340622.0   \n",
      "4     4332035.16 2023-12-18 22:59:59.999000064+08:00  6.156781e+07   221040.0   \n",
      "...          ...                                 ...           ...        ...   \n",
      "2088   879030.10 2024-03-14 18:59:59.999000064+08:00  1.099605e+07    65618.0   \n",
      "2089   354476.21 2024-03-14 19:59:59.999000064+08:00  4.323495e+06    33939.0   \n",
      "2090   361509.10 2024-03-14 20:59:59.999000064+08:00  4.392095e+06    33235.0   \n",
      "2091   881247.79 2024-03-14 21:59:59.999000064+08:00  1.042714e+07    70331.0   \n",
      "2092   501742.22 2024-03-14 22:59:59.999000064+08:00  5.975237e+06    45571.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                      1402459.59                  1.990900e+07  ACEUSDT  \n",
      "1                      2225144.81                  3.326458e+07  ACEUSDT  \n",
      "2                      2961874.06                  4.711479e+07  ACEUSDT  \n",
      "3                      3160197.56                  4.697774e+07  ACEUSDT  \n",
      "4                      2160952.98                  3.073644e+07  ACEUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "2088                    383664.23                  4.800714e+06  ACEUSDT  \n",
      "2089                    163306.95                  1.992419e+06  ACEUSDT  \n",
      "2090                    168834.88                  2.051428e+06  ACEUSDT  \n",
      "2091                    372985.13                  4.413267e+06  ACEUSDT  \n",
      "2092                    266386.72                  3.174065e+06  ACEUSDT  \n",
      "\n",
      "[2093 rows x 12 columns], 'API3USDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  1.5840  1.5980  1.5770  1.5900   402031.8   \n",
      "1    2023-01-23 08:00:00+08:00  1.5910  1.6270  1.5900  1.6110   794872.8   \n",
      "2    2023-01-23 09:00:00+08:00  1.6120  1.6300  1.6070  1.6090   383934.5   \n",
      "3    2023-01-23 10:00:00+08:00  1.6100  1.6250  1.6050  1.6220   269950.6   \n",
      "4    2023-01-23 11:00:00+08:00  1.6230  1.6300  1.6010  1.6170   334861.0   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  3.9720  3.9827  3.9200  3.9355   511444.8   \n",
      "9996 2024-03-14 19:00:00+08:00  3.9354  3.9553  3.8726  3.9534   655596.0   \n",
      "9997 2024-03-14 20:00:00+08:00  3.9535  3.9781  3.8919  3.9200   552695.4   \n",
      "9998 2024-03-14 21:00:00+08:00  3.9205  3.9302  3.6933  3.7409  1635062.9   \n",
      "9999 2024-03-14 22:00:00+08:00  3.7409  3.8196  3.7319  3.7623   962165.1   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  6.392257e+05     4401.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.282477e+06     7767.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  6.218605e+05     4480.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  4.362504e+05     3596.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  5.413003e+05     4034.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  2.023296e+06    16132.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  2.566616e+06    22077.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  2.175042e+06    19324.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  6.205683e+06    43737.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  3.628833e+06    32152.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                        209849.5                  3.336578e+05  API3USDT  \n",
      "1                        413876.3                  6.676712e+05  API3USDT  \n",
      "2                        203405.3                  3.294876e+05  API3USDT  \n",
      "3                        145764.8                  2.355862e+05  API3USDT  \n",
      "4                        172905.0                  2.795354e+05  API3USDT  \n",
      "...                           ...                           ...       ...  \n",
      "9995                     225419.7                  8.920305e+05  API3USDT  \n",
      "9996                     295645.0                  1.157404e+06  API3USDT  \n",
      "9997                     240039.4                  9.450607e+05  API3USDT  \n",
      "9998                     706307.5                  2.678963e+06  API3USDT  \n",
      "9999                     471250.6                  1.777480e+06  API3USDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'PORTALUSDT':             candle_begin_time    open    high     low   close     volume  \\\n",
      "0   2024-02-29 23:00:00+08:00  2.5972  2.7333  2.5358  2.5979  6982991.2   \n",
      "1   2024-03-01 00:00:00+08:00  2.5997  2.6134  2.4428  2.5021  4841897.0   \n",
      "2   2024-03-01 01:00:00+08:00  2.5019  2.5099  2.2880  2.4104  6121407.2   \n",
      "3   2024-03-01 02:00:00+08:00  2.4101  2.4326  2.3234  2.3695  4851972.4   \n",
      "4   2024-03-01 03:00:00+08:00  2.3695  2.4448  2.3385  2.4328  4500841.3   \n",
      "..                        ...     ...     ...     ...     ...        ...   \n",
      "331 2024-03-14 18:00:00+08:00  2.4658  2.4827  2.4312  2.4388  1000919.7   \n",
      "332 2024-03-14 19:00:00+08:00  2.4391  2.4427  2.3975  2.4408  1819221.9   \n",
      "333 2024-03-14 20:00:00+08:00  2.4408  2.4788  2.4200  2.4252  1759706.4   \n",
      "334 2024-03-14 21:00:00+08:00  2.4252  2.4373  2.3142  2.3576  3661801.7   \n",
      "335 2024-03-14 22:00:00+08:00  2.3574  2.4132  2.3482  2.3942  1826794.4   \n",
      "\n",
      "                             close_time  quote_volume  trade_num  \\\n",
      "0   2024-02-29 23:59:59.999000064+08:00  1.817272e+07    95210.0   \n",
      "1   2024-03-01 00:59:59.999000064+08:00  1.226942e+07    67154.0   \n",
      "2   2024-03-01 01:59:59.999000064+08:00  1.476470e+07    81955.0   \n",
      "3   2024-03-01 02:59:59.999000064+08:00  1.155407e+07    67054.0   \n",
      "4   2024-03-01 03:59:59.999000064+08:00  1.076186e+07    61174.0   \n",
      "..                                  ...           ...        ...   \n",
      "331 2024-03-14 18:59:59.999000064+08:00  2.461542e+06    21163.0   \n",
      "332 2024-03-14 19:59:59.999000064+08:00  4.402195e+06    28847.0   \n",
      "333 2024-03-14 20:59:59.999000064+08:00  4.304875e+06    33752.0   \n",
      "334 2024-03-14 21:59:59.999000064+08:00  8.702240e+06    49415.0   \n",
      "335 2024-03-14 22:59:59.999000064+08:00  4.357088e+06    34894.0   \n",
      "\n",
      "     taker_buy_base_asset_volume  taker_buy_quote_asset_volume      symbol  \n",
      "0                      3243136.6                  8.434669e+06  PORTALUSDT  \n",
      "1                      2222307.4                  5.633084e+06  PORTALUSDT  \n",
      "2                      2903471.9                  7.005285e+06  PORTALUSDT  \n",
      "3                      2410358.8                  5.743926e+06  PORTALUSDT  \n",
      "4                      2301236.7                  5.504637e+06  PORTALUSDT  \n",
      "..                           ...                           ...         ...  \n",
      "331                     489007.6                  1.203016e+06  PORTALUSDT  \n",
      "332                     750954.2                  1.818933e+06  PORTALUSDT  \n",
      "333                     845109.7                  2.067845e+06  PORTALUSDT  \n",
      "334                    1403279.8                  3.334608e+06  PORTALUSDT  \n",
      "335                     826372.3                  1.972121e+06  PORTALUSDT  \n",
      "\n",
      "[336 rows x 12 columns], 'MAVIAUSDT':             candle_begin_time    open    high     low   close    volume  \\\n",
      "0   2024-02-21 18:00:00+08:00  7.6904  7.7958  7.3005  7.4871  534111.5   \n",
      "1   2024-02-21 19:00:00+08:00  7.4930  7.6260  7.2466  7.2821  277454.2   \n",
      "2   2024-02-21 20:00:00+08:00  7.2889  7.4438  6.9743  7.3887  324600.9   \n",
      "3   2024-02-21 21:00:00+08:00  7.3941  7.4164  7.0210  7.1398  170721.9   \n",
      "4   2024-02-21 22:00:00+08:00  7.1368  7.1597  6.8025  6.8816  294545.5   \n",
      "..                        ...     ...     ...     ...     ...       ...   \n",
      "528 2024-03-14 18:00:00+08:00  7.5461  7.6792  7.4121  7.4297  193667.9   \n",
      "529 2024-03-14 19:00:00+08:00  7.4297  7.4567  7.3000  7.4311  179919.5   \n",
      "530 2024-03-14 20:00:00+08:00  7.4309  7.4998  7.3358  7.3958  156336.7   \n",
      "531 2024-03-14 21:00:00+08:00  7.3951  7.4347  7.1000  7.2358  416261.4   \n",
      "532 2024-03-14 22:00:00+08:00  7.2347  7.5735  7.2234  7.5384  389099.1   \n",
      "\n",
      "                             close_time  quote_volume  trade_num  \\\n",
      "0   2024-02-21 18:59:59.999000064+08:00  4.005219e+06    14878.0   \n",
      "1   2024-02-21 19:59:59.999000064+08:00  2.071443e+06     9310.0   \n",
      "2   2024-02-21 20:59:59.999000064+08:00  2.355967e+06    13879.0   \n",
      "3   2024-02-21 21:59:59.999000064+08:00  1.226646e+06     8859.0   \n",
      "4   2024-02-21 22:59:59.999000064+08:00  2.046537e+06    11961.0   \n",
      "..                                  ...           ...        ...   \n",
      "528 2024-03-14 18:59:59.999000064+08:00  1.460327e+06    15709.0   \n",
      "529 2024-03-14 19:59:59.999000064+08:00  1.327840e+06    14552.0   \n",
      "530 2024-03-14 20:59:59.999000064+08:00  1.156521e+06    13886.0   \n",
      "531 2024-03-14 21:59:59.999000064+08:00  3.007835e+06    27657.0   \n",
      "532 2024-03-14 22:59:59.999000064+08:00  2.864306e+06    30277.0   \n",
      "\n",
      "     taker_buy_base_asset_volume  taker_buy_quote_asset_volume     symbol  \n",
      "0                       264685.1                  1.986154e+06  MAVIAUSDT  \n",
      "1                       118312.8                  8.843839e+05  MAVIAUSDT  \n",
      "2                       172814.5                  1.254770e+06  MAVIAUSDT  \n",
      "3                        76883.7                  5.523634e+05  MAVIAUSDT  \n",
      "4                       138890.8                  9.654924e+05  MAVIAUSDT  \n",
      "..                           ...                           ...        ...  \n",
      "528                      88041.6                  6.646621e+05  MAVIAUSDT  \n",
      "529                      84152.8                  6.212706e+05  MAVIAUSDT  \n",
      "530                      76393.7                  5.652379e+05  MAVIAUSDT  \n",
      "531                     183176.3                  1.323951e+06  MAVIAUSDT  \n",
      "532                     202617.2                  1.492208e+06  MAVIAUSDT  \n",
      "\n",
      "[533 rows x 12 columns], 'MASKUSDT':              candle_begin_time   open   high    low  close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  3.327  3.342  3.293  3.297  1548260.0   \n",
      "1    2023-01-23 08:00:00+08:00  3.297  3.333  3.251  3.269  3006178.0   \n",
      "2    2023-01-23 09:00:00+08:00  3.270  3.350  3.270  3.326  1919858.0   \n",
      "3    2023-01-23 10:00:00+08:00  3.327  3.378  3.309  3.358  2155725.0   \n",
      "4    2023-01-23 11:00:00+08:00  3.359  3.378  3.282  3.283  1717376.0   \n",
      "...                        ...    ...    ...    ...    ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  5.080  5.092  4.988  5.011   966295.0   \n",
      "9996 2024-03-14 19:00:00+08:00  5.012  5.027  4.932  5.003  1137766.0   \n",
      "9997 2024-03-14 20:00:00+08:00  5.004  5.031  4.955  4.981   696468.0   \n",
      "9998 2024-03-14 21:00:00+08:00  4.980  4.995  4.789  4.863  2476274.0   \n",
      "9999 2024-03-14 22:00:00+08:00  4.864  4.949  4.857  4.912  1460340.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  5.133708e+06    13592.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  9.895651e+06    22737.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  6.363089e+06    15252.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  7.202215e+06    16535.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  5.713849e+06    14282.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  4.870612e+06    17088.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  5.658687e+06    21060.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  3.475654e+06    16234.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  1.209475e+07    42411.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  7.159581e+06    30872.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                        781187.0                   2591216.647  MASKUSDT  \n",
      "1                       1450512.0                   4777142.822  MASKUSDT  \n",
      "2                       1021382.0                   3385043.599  MASKUSDT  \n",
      "3                       1097115.0                   3667713.139  MASKUSDT  \n",
      "4                        734527.0                   2445476.938  MASKUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9995                     440759.0                   2223832.269  MASKUSDT  \n",
      "9996                     579741.0                   2884439.633  MASKUSDT  \n",
      "9997                     334810.0                   1670933.894  MASKUSDT  \n",
      "9998                    1225423.0                   5987029.648  MASKUSDT  \n",
      "9999                     731428.0                   3586574.470  MASKUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'USDCUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-03-13 01:00:00+08:00  0.96000  0.96089  0.90916  0.95389   \n",
      "1    2023-03-13 02:00:00+08:00  0.95409  0.96230  0.94915  0.95550   \n",
      "2    2023-03-13 03:00:00+08:00  0.95551  0.95738  0.95321  0.95468   \n",
      "3    2023-03-13 04:00:00+08:00  0.95466  0.96288  0.95460  0.96214   \n",
      "4    2023-03-13 05:00:00+08:00  0.96214  0.96907  0.95870  0.96035   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "8825 2024-03-14 18:00:00+08:00  0.99902  0.99903  0.99894  0.99895   \n",
      "8826 2024-03-14 19:00:00+08:00  0.99895  0.99895  0.99875  0.99880   \n",
      "8827 2024-03-14 20:00:00+08:00  0.99881  0.99890  0.99873  0.99882   \n",
      "8828 2024-03-14 21:00:00+08:00  0.99882  0.99903  0.99882  0.99895   \n",
      "8829 2024-03-14 22:00:00+08:00  0.99896  0.99934  0.99885  0.99934   \n",
      "\n",
      "          volume                          close_time  quote_volume  trade_num  \\\n",
      "0     38998915.0 2023-03-13 01:59:59.999000064+08:00  3.715970e+07    65601.0   \n",
      "1     40728902.0 2023-03-13 02:59:59.999000064+08:00  3.896132e+07    49643.0   \n",
      "2     14174854.0 2023-03-13 03:59:59.999000064+08:00  1.354447e+07    18945.0   \n",
      "3     25091749.0 2023-03-13 04:59:59.999000064+08:00  2.406431e+07    20163.0   \n",
      "4     20453095.0 2023-03-13 05:59:59.999000064+08:00  1.973480e+07    22565.0   \n",
      "...          ...                                 ...           ...        ...   \n",
      "8825    271538.0 2024-03-14 18:59:59.999000064+08:00  2.712556e+05     1485.0   \n",
      "8826    249407.0 2024-03-14 19:59:59.999000064+08:00  2.491150e+05     1170.0   \n",
      "8827    300532.0 2024-03-14 20:59:59.999000064+08:00  3.001769e+05     1514.0   \n",
      "8828    637016.0 2024-03-14 21:59:59.999000064+08:00  6.363322e+05     1913.0   \n",
      "8829    634513.0 2024-03-14 22:59:59.999000064+08:00  6.338787e+05     2368.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                      13406509.0                  1.277888e+07  USDCUSDT  \n",
      "1                      18033400.0                  1.723933e+07  USDCUSDT  \n",
      "2                       4779384.0                  4.566974e+06  USDCUSDT  \n",
      "3                      10412677.0                  9.979936e+06  USDCUSDT  \n",
      "4                       8371846.0                  8.080406e+06  USDCUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "8825                      99654.0                  9.955008e+04  USDCUSDT  \n",
      "8826                     134854.0                  1.346914e+05  USDCUSDT  \n",
      "8827                     134043.0                  1.338809e+05  USDCUSDT  \n",
      "8828                     342268.0                  3.418993e+05  USDCUSDT  \n",
      "8829                     382866.0                  3.824844e+05  USDCUSDT  \n",
      "\n",
      "[8830 rows x 12 columns], 'JOEUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-03-29 20:00:00+08:00  0.5257  0.5315  0.5166  0.5289   3555567.0   \n",
      "1    2023-03-29 21:00:00+08:00  0.5293  0.5350  0.5219  0.5327   2890075.0   \n",
      "2    2023-03-29 22:00:00+08:00  0.5327  0.5770  0.5325  0.5719  14273006.0   \n",
      "3    2023-03-29 23:00:00+08:00  0.5719  0.5982  0.5635  0.5740  15388486.0   \n",
      "4    2023-03-30 00:00:00+08:00  0.5740  0.6043  0.5696  0.5759  13488410.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "8422 2024-03-14 18:00:00+08:00  0.8504  0.8527  0.8054  0.8137   8472382.0   \n",
      "8423 2024-03-14 19:00:00+08:00  0.8136  0.8178  0.7975  0.8075   3877090.0   \n",
      "8424 2024-03-14 20:00:00+08:00  0.8076  0.8100  0.7916  0.8055   3047321.0   \n",
      "8425 2024-03-14 21:00:00+08:00  0.8057  0.8106  0.7672  0.7778   7593960.0   \n",
      "8426 2024-03-14 22:00:00+08:00  0.7778  0.7982  0.7774  0.7883   4219907.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-03-29 20:59:59.999000064+08:00  1.863301e+06    12629.0   \n",
      "1    2023-03-29 21:59:59.999000064+08:00  1.530150e+06     7894.0   \n",
      "2    2023-03-29 22:59:59.999000064+08:00  7.926527e+06    40271.0   \n",
      "3    2023-03-29 23:59:59.999000064+08:00  8.919746e+06    52287.0   \n",
      "4    2023-03-30 00:59:59.999000064+08:00  7.984218e+06    47125.0   \n",
      "...                                  ...           ...        ...   \n",
      "8422 2024-03-14 18:59:59.999000064+08:00  6.959526e+06    47401.0   \n",
      "8423 2024-03-14 19:59:59.999000064+08:00  3.128001e+06    25271.0   \n",
      "8424 2024-03-14 20:59:59.999000064+08:00  2.434314e+06    21891.0   \n",
      "8425 2024-03-14 21:59:59.999000064+08:00  5.977480e+06    41650.0   \n",
      "8426 2024-03-14 22:59:59.999000064+08:00  3.327036e+06    28390.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       1613412.0                  8.460406e+05  JOEUSDT  \n",
      "1                       1335302.0                  7.074821e+05  JOEUSDT  \n",
      "2                       6308800.0                  3.500980e+06  JOEUSDT  \n",
      "3                       7598551.0                  4.409727e+06  JOEUSDT  \n",
      "4                       6536460.0                  3.870855e+06  JOEUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "8422                    4142994.0                  3.402679e+06  JOEUSDT  \n",
      "8423                    1748294.0                  1.411950e+06  JOEUSDT  \n",
      "8424                    1478454.0                  1.182056e+06  JOEUSDT  \n",
      "8425                    2958191.0                  2.332138e+06  JOEUSDT  \n",
      "8426                    2240102.0                  1.766638e+06  JOEUSDT  \n",
      "\n",
      "[8427 rows x 12 columns], 'TIAUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-11-01 02:00:00+08:00   2.2340   2.3485   2.0926   2.2701   \n",
      "1    2023-11-01 03:00:00+08:00   2.2715   2.4795   2.2040   2.4425   \n",
      "2    2023-11-01 04:00:00+08:00   2.4423   2.5130   2.3155   2.3627   \n",
      "3    2023-11-01 05:00:00+08:00   2.3635   2.4695   2.3350   2.4376   \n",
      "4    2023-11-01 06:00:00+08:00   2.4390   2.4883   2.3236   2.3900   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "3232 2024-03-14 18:00:00+08:00  17.2040  17.2340  16.9071  16.9678   \n",
      "3233 2024-03-14 19:00:00+08:00  16.9656  16.9958  16.6607  16.9252   \n",
      "3234 2024-03-14 20:00:00+08:00  16.9246  17.0107  16.7701  16.9177   \n",
      "3235 2024-03-14 21:00:00+08:00  16.9179  16.9292  16.2674  16.5699   \n",
      "3236 2024-03-14 22:00:00+08:00  16.5732  16.8852  16.5223  16.7700   \n",
      "\n",
      "          volume                          close_time  quote_volume  trade_num  \\\n",
      "0     15165975.0 2023-11-01 02:59:59.999000064+08:00  3.374462e+07   103033.0   \n",
      "1     17879459.0 2023-11-01 03:59:59.999000064+08:00  4.273177e+07   186672.0   \n",
      "2     12297323.0 2023-11-01 04:59:59.999000064+08:00  2.963636e+07   130439.0   \n",
      "3      7071194.0 2023-11-01 05:59:59.999000064+08:00  1.706621e+07    76102.0   \n",
      "4      6624327.0 2023-11-01 06:59:59.999000064+08:00  1.607767e+07    73966.0   \n",
      "...          ...                                 ...           ...        ...   \n",
      "3232    460235.0 2024-03-14 18:59:59.999000064+08:00  7.859203e+06    33332.0   \n",
      "3233    930406.0 2024-03-14 19:59:59.999000064+08:00  1.564284e+07    56528.0   \n",
      "3234    503298.0 2024-03-14 20:59:59.999000064+08:00  8.499121e+06    37833.0   \n",
      "3235   1505474.0 2024-03-14 21:59:59.999000064+08:00  2.494311e+07    85048.0   \n",
      "3236   1205999.0 2024-03-14 22:59:59.999000064+08:00  2.015879e+07    66506.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       7487523.0                  1.665584e+07  TIAUSDT  \n",
      "1                       8888135.0                  2.125838e+07  TIAUSDT  \n",
      "2                       5869435.0                  1.416147e+07  TIAUSDT  \n",
      "3                       3473624.0                  8.383849e+06  TIAUSDT  \n",
      "4                       3233860.0                  7.857989e+06  TIAUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "3232                     203320.0                  3.472821e+06  TIAUSDT  \n",
      "3233                     430682.0                  7.244999e+06  TIAUSDT  \n",
      "3234                     231243.0                  3.905184e+06  TIAUSDT  \n",
      "3235                     682365.0                  1.130878e+07  TIAUSDT  \n",
      "3236                     627750.0                  1.049603e+07  TIAUSDT  \n",
      "\n",
      "[3237 rows x 12 columns], 'ADAUSDT':              candle_begin_time    open    high     low   close       volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.3751  0.3783  0.3738  0.3764   31160244.0   \n",
      "1    2023-01-23 08:00:00+08:00  0.3765  0.3839  0.3750  0.3807   49188618.0   \n",
      "2    2023-01-23 09:00:00+08:00  0.3807  0.3831  0.3797  0.3801   25108901.0   \n",
      "3    2023-01-23 10:00:00+08:00  0.3802  0.3815  0.3726  0.3762   79087148.0   \n",
      "4    2023-01-23 11:00:00+08:00  0.3763  0.3773  0.3687  0.3707   78255466.0   \n",
      "...                        ...     ...     ...     ...     ...          ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.8011  0.8117  0.7906  0.7961   78498199.0   \n",
      "9996 2024-03-14 19:00:00+08:00  0.7961  0.7971  0.7813  0.7960   73971138.0   \n",
      "9997 2024-03-14 20:00:00+08:00  0.7960  0.8029  0.7827  0.7896   51366282.0   \n",
      "9998 2024-03-14 21:00:00+08:00  0.7896  0.7918  0.7510  0.7634  109269912.0   \n",
      "9999 2024-03-14 22:00:00+08:00  0.7634  0.7773  0.7569  0.7619   74074599.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.172336e+07    18942.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.868392e+07    29915.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  9.574248e+06    17532.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  2.974861e+07    39600.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  2.912782e+07    41926.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  6.295500e+07   100865.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  5.834065e+07    95419.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  4.063186e+07    85760.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  8.416944e+07   161875.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  5.673896e+07   119550.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                      16227320.0                  6.105220e+06  ADAUSDT  \n",
      "1                      26412868.0                  1.003242e+07  ADAUSDT  \n",
      "2                      12254155.0                  4.672565e+06  ADAUSDT  \n",
      "3                      35890364.0                  1.349355e+07  ADAUSDT  \n",
      "4                      36528671.0                  1.359452e+07  ADAUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                   38176818.0                  3.063125e+07  ADAUSDT  \n",
      "9996                   35512667.0                  2.801827e+07  ADAUSDT  \n",
      "9997                   25025169.0                  1.979849e+07  ADAUSDT  \n",
      "9998                   48411714.0                  3.730506e+07  ADAUSDT  \n",
      "9999                   36530584.0                  2.798517e+07  ADAUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'UNFIUSDT':              candle_begin_time   open   high    low  close    volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  5.112  5.194  5.094  5.160  210940.0   \n",
      "1    2023-01-23 08:00:00+08:00  5.161  5.330  5.161  5.241  850575.9   \n",
      "2    2023-01-23 09:00:00+08:00  5.242  5.324  5.240  5.275  321016.7   \n",
      "3    2023-01-23 10:00:00+08:00  5.274  5.337  5.250  5.290  318230.9   \n",
      "4    2023-01-23 11:00:00+08:00  5.288  5.310  5.227  5.266  206516.9   \n",
      "...                        ...    ...    ...    ...    ...       ...   \n",
      "9995 2024-03-14 18:00:00+08:00  8.913  8.922  8.791  8.815  113078.3   \n",
      "9996 2024-03-14 19:00:00+08:00  8.817  8.878  8.647  8.876  159539.7   \n",
      "9997 2024-03-14 20:00:00+08:00  8.876  9.013  8.749  8.821  247083.8   \n",
      "9998 2024-03-14 21:00:00+08:00  8.821  8.856  8.327  8.447  527199.9   \n",
      "9999 2024-03-14 22:00:00+08:00  8.446  8.713  8.441  8.570  278078.1   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.087670e+06     5809.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  4.477855e+06    17027.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.695717e+06     7577.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.683065e+06     6657.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.087760e+06     5476.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  1.002052e+06     9931.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.399261e+06    15726.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  2.196443e+06    19460.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  4.509279e+06    36976.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  2.386253e+06    24064.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                        103502.6                  5.338110e+05  UNFIUSDT  \n",
      "1                        446617.5                  2.352099e+06  UNFIUSDT  \n",
      "2                        167193.2                  8.831603e+05  UNFIUSDT  \n",
      "3                        158036.0                  8.362280e+05  UNFIUSDT  \n",
      "4                         94691.3                  4.989362e+05  UNFIUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9995                      48450.2                  4.293879e+05  UNFIUSDT  \n",
      "9996                      73138.4                  6.417800e+05  UNFIUSDT  \n",
      "9997                     117571.5                  1.045505e+06  UNFIUSDT  \n",
      "9998                     219781.0                  1.881386e+06  UNFIUSDT  \n",
      "9999                     133326.3                  1.144173e+06  UNFIUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'ZECUSDT':              candle_begin_time   open   high    low  close      volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  47.16  47.53  47.06  47.29   18294.195   \n",
      "1    2023-01-23 08:00:00+08:00  47.30  47.98  47.28  47.76   32723.705   \n",
      "2    2023-01-23 09:00:00+08:00  47.75  48.27  47.75  47.81   22632.458   \n",
      "3    2023-01-23 10:00:00+08:00  47.81  48.47  47.76  48.36   27270.424   \n",
      "4    2023-01-23 11:00:00+08:00  48.37  48.43  47.76  47.88   32315.164   \n",
      "...                        ...    ...    ...    ...    ...         ...   \n",
      "9995 2024-03-14 18:00:00+08:00  35.52  35.60  34.35  34.45   67481.536   \n",
      "9996 2024-03-14 19:00:00+08:00  34.45  34.57  33.90  34.45   57293.044   \n",
      "9997 2024-03-14 20:00:00+08:00  34.46  34.70  34.07  34.44   39157.841   \n",
      "9998 2024-03-14 21:00:00+08:00  34.44  34.60  32.90  33.58  122705.956   \n",
      "9999 2024-03-14 22:00:00+08:00  33.56  34.21  33.50  33.83   53667.690   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  8.655696e+05     4903.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.558854e+06     7209.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.087266e+06     5335.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.313194e+06     5831.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.553512e+06     6112.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  2.364347e+06    12712.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.961044e+06    11751.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  1.344047e+06     8426.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  4.133892e+06    23648.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  1.815714e+06    14002.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                        8956.581                  4.237754e+05  ZECUSDT  \n",
      "1                       16703.659                  7.955446e+05  ZECUSDT  \n",
      "2                       10263.093                  4.929837e+05  ZECUSDT  \n",
      "3                       13992.694                  6.738571e+05  ZECUSDT  \n",
      "4                       13364.468                  6.426015e+05  ZECUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                    26791.127                  9.378500e+05  ZECUSDT  \n",
      "9996                    25110.778                  8.600479e+05  ZECUSDT  \n",
      "9997                    19148.063                  6.570914e+05  ZECUSDT  \n",
      "9998                    53312.124                  1.796481e+06  ZECUSDT  \n",
      "9999                    25373.830                  8.586255e+05  ZECUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'FXSUSDT':              candle_begin_time    open    high     low   close    volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  10.051  10.108   9.970  10.040   37555.0   \n",
      "1    2023-01-23 08:00:00+08:00  10.040  10.218  10.000  10.115   79593.3   \n",
      "2    2023-01-23 09:00:00+08:00  10.114  10.346  10.091  10.187   49120.2   \n",
      "3    2023-01-23 10:00:00+08:00  10.205  10.294  10.174  10.249   27001.3   \n",
      "4    2023-01-23 11:00:00+08:00  10.236  10.276   9.939   9.990   73048.6   \n",
      "...                        ...     ...     ...     ...     ...       ...   \n",
      "9995 2024-03-14 18:00:00+08:00   9.462   9.531   9.355   9.368  134704.5   \n",
      "9996 2024-03-14 19:00:00+08:00   9.367   9.401   9.267   9.377  163995.0   \n",
      "9997 2024-03-14 20:00:00+08:00   9.376   9.429   9.281   9.354  103501.6   \n",
      "9998 2024-03-14 21:00:00+08:00   9.354   9.438   8.980   9.105  451721.0   \n",
      "9999 2024-03-14 22:00:00+08:00   9.100   9.239   9.000   9.082  283568.4   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  3.768949e+05     2194.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  8.056896e+05     6297.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  5.030699e+05     4217.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  2.765447e+05     2195.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  7.379979e+05     5107.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  1.273214e+06    10388.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.528606e+06    11489.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  9.667292e+05     9635.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  4.149824e+06    29492.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  2.584300e+06    17661.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                         19897.0                  1.997684e+05  FXSUSDT  \n",
      "1                         35367.9                  3.582301e+05  FXSUSDT  \n",
      "2                         21449.4                  2.197411e+05  FXSUSDT  \n",
      "3                         11518.3                  1.180355e+05  FXSUSDT  \n",
      "4                         26890.8                  2.716073e+05  FXSUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                      52995.9                  5.014994e+05  FXSUSDT  \n",
      "9996                      71476.7                  6.668122e+05  FXSUSDT  \n",
      "9997                      46743.9                  4.368310e+05  FXSUSDT  \n",
      "9998                     200677.0                  1.846747e+06  FXSUSDT  \n",
      "9999                     122169.9                  1.115010e+06  FXSUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'DODOXUSDT':              candle_begin_time      open      high       low     close  \\\n",
      "0    2023-08-08 20:00:00+08:00  0.135800  0.159400  0.135800  0.146200   \n",
      "1    2023-08-08 21:00:00+08:00  0.146300  0.157100  0.144100  0.146500   \n",
      "2    2023-08-08 22:00:00+08:00  0.146400  0.149700  0.128300  0.132900   \n",
      "3    2023-08-08 23:00:00+08:00  0.132800  0.139200  0.130200  0.132100   \n",
      "4    2023-08-09 00:00:00+08:00  0.132000  0.132100  0.121200  0.124600   \n",
      "...                        ...       ...       ...       ...       ...   \n",
      "5254 2024-03-14 18:00:00+08:00  0.309666  0.310670  0.303115  0.304869   \n",
      "5255 2024-03-14 19:00:00+08:00  0.304809  0.306239  0.296608  0.302776   \n",
      "5256 2024-03-14 20:00:00+08:00  0.302899  0.304473  0.296006  0.299256   \n",
      "5257 2024-03-14 21:00:00+08:00  0.299335  0.300665  0.285000  0.289442   \n",
      "5258 2024-03-14 22:00:00+08:00  0.289442  0.294886  0.288815  0.291812   \n",
      "\n",
      "           volume                          close_time  quote_volume  \\\n",
      "0     160367657.0 2023-08-08 20:59:59.999000064+08:00  2.432301e+07   \n",
      "1     155614488.0 2023-08-08 21:59:59.999000064+08:00  2.341565e+07   \n",
      "2     179091296.0 2023-08-08 22:59:59.999000064+08:00  2.466411e+07   \n",
      "3      97228314.0 2023-08-08 23:59:59.999000064+08:00  1.309963e+07   \n",
      "4     123268433.0 2023-08-09 00:59:59.999000064+08:00  1.553285e+07   \n",
      "...           ...                                 ...           ...   \n",
      "5254    2003332.0 2024-03-14 18:59:59.999000064+08:00  6.144286e+05   \n",
      "5255    4505517.0 2024-03-14 19:59:59.999000064+08:00  1.353552e+06   \n",
      "5256    2387507.0 2024-03-14 20:59:59.999000064+08:00  7.159272e+05   \n",
      "5257    4721482.0 2024-03-14 21:59:59.999000064+08:00  1.377039e+06   \n",
      "5258    2536689.0 2024-03-14 22:59:59.999000064+08:00  7.407376e+05   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0       85305.0                   74032820.0                  1.122577e+07   \n",
      "1       77224.0                   74210500.0                  1.117387e+07   \n",
      "2       92558.0                   83830641.0                  1.154320e+07   \n",
      "3       48685.0                   46216420.0                  6.231458e+06   \n",
      "4       62771.0                   57527225.0                  7.251300e+06   \n",
      "...         ...                          ...                           ...   \n",
      "5254     6984.0                     897451.0                  2.754667e+05   \n",
      "5255    13800.0                    2194706.0                  6.596800e+05   \n",
      "5256     8578.0                    1040949.0                  3.125696e+05   \n",
      "5257    14489.0                    2223200.0                  6.488772e+05   \n",
      "5258     9042.0                    1289769.0                  3.767375e+05   \n",
      "\n",
      "         symbol  \n",
      "0     DODOXUSDT  \n",
      "1     DODOXUSDT  \n",
      "2     DODOXUSDT  \n",
      "3     DODOXUSDT  \n",
      "4     DODOXUSDT  \n",
      "...         ...  \n",
      "5254  DODOXUSDT  \n",
      "5255  DODOXUSDT  \n",
      "5256  DODOXUSDT  \n",
      "5257  DODOXUSDT  \n",
      "5258  DODOXUSDT  \n",
      "\n",
      "[5259 rows x 12 columns], 'FLOWUSDT':              candle_begin_time   open   high    low  close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  1.155  1.172  1.148  1.171  1894845.7   \n",
      "1    2023-01-23 08:00:00+08:00  1.172  1.187  1.155  1.180  3362805.8   \n",
      "2    2023-01-23 09:00:00+08:00  1.181  1.219  1.179  1.195  5303045.1   \n",
      "3    2023-01-23 10:00:00+08:00  1.195  1.211  1.195  1.210  1710050.3   \n",
      "4    2023-01-23 11:00:00+08:00  1.211  1.218  1.196  1.198  2483597.6   \n",
      "...                        ...    ...    ...    ...    ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  1.570  1.573  1.546  1.551  1001201.7   \n",
      "9996 2024-03-14 19:00:00+08:00  1.550  1.557  1.523  1.544  1963937.3   \n",
      "9997 2024-03-14 20:00:00+08:00  1.544  1.552  1.525  1.532  1375125.7   \n",
      "9998 2024-03-14 21:00:00+08:00  1.532  1.538  1.462  1.486  5415157.7   \n",
      "9999 2024-03-14 22:00:00+08:00  1.486  1.519  1.485  1.504  3221615.5   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  2.199617e+06     6793.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  3.932290e+06    10700.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  6.383996e+06    15845.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  2.053468e+06     6256.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  2.997618e+06     8336.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  1.562668e+06     5361.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  3.020031e+06     9352.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  2.111159e+06     7425.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  8.086902e+06    21427.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  4.843424e+06    13884.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                       1080574.8                  1.255051e+06  FLOWUSDT  \n",
      "1                       1734597.9                  2.031324e+06  FLOWUSDT  \n",
      "2                       2531651.0                  3.048326e+06  FLOWUSDT  \n",
      "3                        916534.6                  1.100974e+06  FLOWUSDT  \n",
      "4                       1258038.9                  1.519237e+06  FLOWUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9995                     465925.8                  7.271655e+05  FLOWUSDT  \n",
      "9996                     992353.7                  1.526317e+06  FLOWUSDT  \n",
      "9997                     630154.8                  9.678099e+05  FLOWUSDT  \n",
      "9998                    2346044.4                  3.506661e+06  FLOWUSDT  \n",
      "9999                    1877427.5                  2.822606e+06  FLOWUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'EDUUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-04-30 20:00:00+08:00  1.3321  1.6250  1.3321  1.4694  21697672.0   \n",
      "1    2023-04-30 21:00:00+08:00  1.4700  1.4884  1.4306  1.4584  16206954.0   \n",
      "2    2023-04-30 22:00:00+08:00  1.4583  1.4850  1.4347  1.4806  12242277.0   \n",
      "3    2023-04-30 23:00:00+08:00  1.4804  1.5192  1.4561  1.4693  20108028.0   \n",
      "4    2023-05-01 00:00:00+08:00  1.4686  1.4839  1.4400  1.4546  10884453.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "7654 2024-03-14 18:00:00+08:00  1.0979  1.1033  1.0844  1.0875    619082.0   \n",
      "7655 2024-03-14 19:00:00+08:00  1.0875  1.0959  1.0712  1.0928    915923.0   \n",
      "7656 2024-03-14 20:00:00+08:00  1.0932  1.0989  1.0788  1.0893    970667.0   \n",
      "7657 2024-03-14 21:00:00+08:00  1.0891  1.0918  1.0397  1.0556   2368562.0   \n",
      "7658 2024-03-14 22:00:00+08:00  1.0555  1.0891  1.0537  1.0725   1803509.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-04-30 20:59:59.999000064+08:00  3.158964e+07   133491.0   \n",
      "1    2023-04-30 21:59:59.999000064+08:00  2.367082e+07    89191.0   \n",
      "2    2023-04-30 22:59:59.999000064+08:00  1.784204e+07    65609.0   \n",
      "3    2023-04-30 23:59:59.999000064+08:00  2.991930e+07   104523.0   \n",
      "4    2023-05-01 00:59:59.999000064+08:00  1.589329e+07    60571.0   \n",
      "...                                  ...           ...        ...   \n",
      "7654 2024-03-14 18:59:59.999000064+08:00  6.777295e+05     7647.0   \n",
      "7655 2024-03-14 19:59:59.999000064+08:00  9.917158e+05    11509.0   \n",
      "7656 2024-03-14 20:59:59.999000064+08:00  1.057108e+06    12908.0   \n",
      "7657 2024-03-14 21:59:59.999000064+08:00  2.507469e+06    25306.0   \n",
      "7658 2024-03-14 22:59:59.999000064+08:00  1.938987e+06    22772.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                      10426023.0                  1.518462e+07  EDUUSDT  \n",
      "1                       7679167.0                  1.121897e+07  EDUUSDT  \n",
      "2                       6045355.0                  8.816192e+06  EDUUSDT  \n",
      "3                       9509511.0                  1.416261e+07  EDUUSDT  \n",
      "4                       4919966.0                  7.188177e+06  EDUUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "7654                     299372.0                  3.278712e+05  EDUUSDT  \n",
      "7655                     490191.0                  5.311686e+05  EDUUSDT  \n",
      "7656                     428796.0                  4.672373e+05  EDUUSDT  \n",
      "7657                    1005172.0                  1.064450e+06  EDUUSDT  \n",
      "7658                     896150.0                  9.637508e+05  EDUUSDT  \n",
      "\n",
      "[7659 rows x 12 columns], 'TRXUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.06166  0.06173  0.06149  0.06164   \n",
      "1    2023-01-23 08:00:00+08:00  0.06164  0.06205  0.06158  0.06193   \n",
      "2    2023-01-23 09:00:00+08:00  0.06193  0.06221  0.06185  0.06189   \n",
      "3    2023-01-23 10:00:00+08:00  0.06190  0.06213  0.06181  0.06209   \n",
      "4    2023-01-23 11:00:00+08:00  0.06210  0.06218  0.06165  0.06170   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.13074  0.13088  0.13053  0.13058   \n",
      "9996 2024-03-14 19:00:00+08:00  0.13058  0.13170  0.12997  0.13054   \n",
      "9997 2024-03-14 20:00:00+08:00  0.13054  0.13058  0.12970  0.13010   \n",
      "9998 2024-03-14 21:00:00+08:00  0.13009  0.13016  0.12866  0.12913   \n",
      "9999 2024-03-14 22:00:00+08:00  0.12912  0.12960  0.12893  0.12916   \n",
      "\n",
      "           volume                          close_time  quote_volume  \\\n",
      "0      22978614.0 2023-01-23 07:59:59.999000064+08:00  1.416090e+06   \n",
      "1      41847119.0 2023-01-23 08:59:59.999000064+08:00  2.587819e+06   \n",
      "2      30518453.0 2023-01-23 09:59:59.999000064+08:00  1.894390e+06   \n",
      "3      29255730.0 2023-01-23 10:59:59.999000064+08:00  1.813080e+06   \n",
      "4      23343933.0 2023-01-23 11:59:59.999000064+08:00  1.445158e+06   \n",
      "...           ...                                 ...           ...   \n",
      "9995   15508830.0 2024-03-14 18:59:59.999000064+08:00  2.027558e+06   \n",
      "9996  137435491.0 2024-03-14 19:59:59.999000064+08:00  1.796426e+07   \n",
      "9997   39189125.0 2024-03-14 20:59:59.999000064+08:00  5.099209e+06   \n",
      "9998   80499448.0 2024-03-14 21:59:59.999000064+08:00  1.041315e+07   \n",
      "9999   30483945.0 2024-03-14 22:59:59.999000064+08:00  3.936164e+06   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0        4501.0                   10268599.0                  6.327814e+05   \n",
      "1        7319.0                   22753701.0                  1.407122e+06   \n",
      "2        5850.0                   14995222.0                  9.307477e+05   \n",
      "3        5267.0                   15796568.0                  9.793099e+05   \n",
      "4        5148.0                   11250011.0                  6.966423e+05   \n",
      "...         ...                          ...                           ...   \n",
      "9995     6550.0                    7879128.0                  1.030077e+06   \n",
      "9996    29133.0                   70864458.0                  9.264429e+06   \n",
      "9997    13517.0                   16661813.0                  2.168058e+06   \n",
      "9998    28486.0                   39020828.0                  5.046175e+06   \n",
      "9999    13375.0                   15304364.0                  1.976008e+06   \n",
      "\n",
      "       symbol  \n",
      "0     TRXUSDT  \n",
      "1     TRXUSDT  \n",
      "2     TRXUSDT  \n",
      "3     TRXUSDT  \n",
      "4     TRXUSDT  \n",
      "...       ...  \n",
      "9995  TRXUSDT  \n",
      "9996  TRXUSDT  \n",
      "9997  TRXUSDT  \n",
      "9998  TRXUSDT  \n",
      "9999  TRXUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'STGUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.6252  0.6430  0.6199  0.6337  19333550.0   \n",
      "1    2023-01-23 08:00:00+08:00  0.6335  0.6430  0.6102  0.6428  25922378.0   \n",
      "2    2023-01-23 09:00:00+08:00  0.6426  0.6446  0.6322  0.6349  13424656.0   \n",
      "3    2023-01-23 10:00:00+08:00  0.6347  0.6549  0.6313  0.6416  12738982.0   \n",
      "4    2023-01-23 11:00:00+08:00  0.6418  0.6533  0.6389  0.6449  12121194.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.8350  0.8373  0.8266  0.8297    973361.0   \n",
      "9996 2024-03-14 19:00:00+08:00  0.8295  0.8380  0.8178  0.8341   2290694.0   \n",
      "9997 2024-03-14 20:00:00+08:00  0.8344  0.8392  0.8250  0.8277   1263317.0   \n",
      "9998 2024-03-14 21:00:00+08:00  0.8279  0.8289  0.7947  0.8053   4478784.0   \n",
      "9999 2024-03-14 22:00:00+08:00  0.8053  0.8186  0.8044  0.8104   1963670.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.224203e+07    46369.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.617424e+07    56324.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  8.578323e+06    32014.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  8.201917e+06    30703.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  7.828734e+06    27492.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  8.085607e+05     5198.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.895641e+06    11598.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  1.051583e+06     8075.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  3.623612e+06    23157.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  1.593659e+06    12272.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                      10476941.0                  6.636374e+06  STGUSDT  \n",
      "1                      13151202.0                  8.211415e+06  STGUSDT  \n",
      "2                       6551412.0                  4.188913e+06  STGUSDT  \n",
      "3                       6620366.0                  4.263745e+06  STGUSDT  \n",
      "4                       6003845.0                  3.879650e+06  STGUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                     362584.0                  3.013858e+05  STGUSDT  \n",
      "9996                    1102165.0                  9.129201e+05  STGUSDT  \n",
      "9997                     476391.0                  3.964906e+05  STGUSDT  \n",
      "9998                    1740170.0                  1.409282e+06  STGUSDT  \n",
      "9999                     944648.0                  7.669145e+05  STGUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'STPTUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-10-18 22:00:00+08:00  0.07120  0.07891  0.07120  0.07378   \n",
      "1    2023-10-18 23:00:00+08:00  0.07373  0.07410  0.06814  0.07172   \n",
      "2    2023-10-19 00:00:00+08:00  0.07178  0.07246  0.06514  0.06548   \n",
      "3    2023-10-19 01:00:00+08:00  0.06548  0.06953  0.06445  0.06720   \n",
      "4    2023-10-19 02:00:00+08:00  0.06720  0.06860  0.06637  0.06844   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "3548 2024-03-14 18:00:00+08:00  0.08310  0.08327  0.08206  0.08232   \n",
      "3549 2024-03-14 19:00:00+08:00  0.08235  0.08250  0.08120  0.08197   \n",
      "3550 2024-03-14 20:00:00+08:00  0.08195  0.08255  0.08141  0.08224   \n",
      "3551 2024-03-14 21:00:00+08:00  0.08224  0.08255  0.07827  0.07961   \n",
      "3552 2024-03-14 22:00:00+08:00  0.07957  0.08168  0.07953  0.08055   \n",
      "\n",
      "           volume                          close_time  quote_volume  \\\n",
      "0     125541508.0 2023-10-18 22:59:59.999000064+08:00  9.337441e+06   \n",
      "1     139881350.0 2023-10-18 23:59:59.999000064+08:00  9.979538e+06   \n",
      "2     121250301.0 2023-10-19 00:59:59.999000064+08:00  8.304502e+06   \n",
      "3      65629218.0 2023-10-19 01:59:59.999000064+08:00  4.414083e+06   \n",
      "4      21790808.0 2023-10-19 02:59:59.999000064+08:00  1.472530e+06   \n",
      "...           ...                                 ...           ...   \n",
      "3548    4081358.0 2024-03-14 18:59:59.999000064+08:00  3.377693e+05   \n",
      "3549    6248665.0 2024-03-14 19:59:59.999000064+08:00  5.118536e+05   \n",
      "3550    4657522.0 2024-03-14 20:59:59.999000064+08:00  3.815822e+05   \n",
      "3551   13413256.0 2024-03-14 21:59:59.999000064+08:00  1.077160e+06   \n",
      "3552   12772446.0 2024-03-14 22:59:59.999000064+08:00  1.028308e+06   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0       39374.0                   55148154.0                  4.103962e+06   \n",
      "1       58300.0                   69284047.0                  4.944719e+06   \n",
      "2       48415.0                   58037757.0                  3.975109e+06   \n",
      "3       33920.0                   33245586.0                  2.237268e+06   \n",
      "4       10301.0                   11473140.0                  7.760658e+05   \n",
      "...         ...                          ...                           ...   \n",
      "3548     4529.0                    1990170.0                  1.648113e+05   \n",
      "3549     7404.0                    2904740.0                  2.379389e+05   \n",
      "3550     7101.0                    2300551.0                  1.884717e+05   \n",
      "3551    15325.0                    5753054.0                  4.627409e+05   \n",
      "3552    13965.0                    6943012.0                  5.591897e+05   \n",
      "\n",
      "        symbol  \n",
      "0     STPTUSDT  \n",
      "1     STPTUSDT  \n",
      "2     STPTUSDT  \n",
      "3     STPTUSDT  \n",
      "4     STPTUSDT  \n",
      "...        ...  \n",
      "3548  STPTUSDT  \n",
      "3549  STPTUSDT  \n",
      "3550  STPTUSDT  \n",
      "3551  STPTUSDT  \n",
      "3552  STPTUSDT  \n",
      "\n",
      "[3553 rows x 12 columns], 'OMGUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  1.3870  1.3910  1.3810  1.3870   537525.6   \n",
      "1    2023-01-23 08:00:00+08:00  1.3860  1.4080  1.3860  1.3970   659900.1   \n",
      "2    2023-01-23 09:00:00+08:00  1.3980  1.4100  1.3930  1.3940   583106.7   \n",
      "3    2023-01-23 10:00:00+08:00  1.3950  1.4070  1.3930  1.4050   314577.7   \n",
      "4    2023-01-23 11:00:00+08:00  1.4060  1.4080  1.3880  1.3890   323027.3   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  1.3111  1.3188  1.3008  1.3066   403021.3   \n",
      "9996 2024-03-14 19:00:00+08:00  1.3066  1.3136  1.2799  1.3033   841302.7   \n",
      "9997 2024-03-14 20:00:00+08:00  1.3034  1.3166  1.2792  1.2896   812207.9   \n",
      "9998 2024-03-14 21:00:00+08:00  1.2898  1.2961  1.2305  1.2507  1676334.5   \n",
      "9999 2024-03-14 22:00:00+08:00  1.2504  1.2843  1.2477  1.2741  1343342.2   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  7.453459e+05     3225.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  9.222999e+05     4342.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  8.183147e+05     3396.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  4.403150e+05     2497.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  4.513850e+05     2777.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  5.274735e+05     7439.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.089628e+06    12948.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  1.055089e+06    13920.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  2.110888e+06    21071.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  1.701626e+06    18720.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                        275220.1                  381616.95260  OMGUSDT  \n",
      "1                        299933.3                  419192.35380  OMGUSDT  \n",
      "2                        285470.0                  400661.72100  OMGUSDT  \n",
      "3                        157156.7                  219998.89600  OMGUSDT  \n",
      "4                        130019.2                  181770.50520  OMGUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                     193308.4                  252955.89071  OMGUSDT  \n",
      "9996                     380257.8                  492509.17865  OMGUSDT  \n",
      "9997                     367034.2                  476652.65320  OMGUSDT  \n",
      "9998                     793265.5                  998812.53888  OMGUSDT  \n",
      "9999                     624754.8                  791746.27998  OMGUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'ACHUSDT':              candle_begin_time      open      high       low     close  \\\n",
      "0    2023-02-22 22:00:00+08:00  0.041850  0.043810  0.040710  0.043110   \n",
      "1    2023-02-22 23:00:00+08:00  0.043070  0.043950  0.040030  0.041880   \n",
      "2    2023-02-23 00:00:00+08:00  0.041860  0.043270  0.040540  0.042110   \n",
      "3    2023-02-23 01:00:00+08:00  0.042130  0.045750  0.041570  0.045450   \n",
      "4    2023-02-23 02:00:00+08:00  0.045490  0.046960  0.044010  0.044570   \n",
      "...                        ...       ...       ...       ...       ...   \n",
      "9260 2024-03-14 18:00:00+08:00  0.040825  0.041602  0.040051  0.040301   \n",
      "9261 2024-03-14 19:00:00+08:00  0.040294  0.040897  0.039698  0.040748   \n",
      "9262 2024-03-14 20:00:00+08:00  0.040752  0.040908  0.039719  0.040350   \n",
      "9263 2024-03-14 21:00:00+08:00  0.040373  0.040520  0.039472  0.040326   \n",
      "9264 2024-03-14 22:00:00+08:00  0.040316  0.042663  0.040308  0.042290   \n",
      "\n",
      "           volume                          close_time  quote_volume  \\\n",
      "0      98142669.0 2023-02-22 22:59:59.999000064+08:00  4.173364e+06   \n",
      "1     279296504.0 2023-02-22 23:59:59.999000064+08:00  1.171201e+07   \n",
      "2     150622170.0 2023-02-23 00:59:59.999000064+08:00  6.338377e+06   \n",
      "3     275824857.0 2023-02-23 01:59:59.999000064+08:00  1.215182e+07   \n",
      "4     339583140.0 2023-02-23 02:59:59.999000064+08:00  1.550014e+07   \n",
      "...           ...                                 ...           ...   \n",
      "9260   78280077.0 2024-03-14 18:59:59.999000064+08:00  3.208663e+06   \n",
      "9261   53936432.0 2024-03-14 19:59:59.999000064+08:00  2.168255e+06   \n",
      "9262   37175234.0 2024-03-14 20:59:59.999000064+08:00  1.493588e+06   \n",
      "9263   70739955.0 2024-03-14 21:59:59.999000064+08:00  2.827142e+06   \n",
      "9264  209411407.0 2024-03-14 22:59:59.999000064+08:00  8.764044e+06   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0       20215.0                   52361955.0                  2.227574e+06   \n",
      "1       51059.0                  127666967.0                  5.360468e+06   \n",
      "2       34658.0                   70448850.0                  2.967506e+06   \n",
      "3       63464.0                  141049436.0                  6.214865e+06   \n",
      "4       76059.0                  167433087.0                  7.647061e+06   \n",
      "...         ...                          ...                           ...   \n",
      "9260    24679.0                   37957957.0                  1.556762e+06   \n",
      "9261    20105.0                   26259123.0                  1.055984e+06   \n",
      "9262    14292.0                   18476016.0                  7.420527e+05   \n",
      "9263    23966.0                   32282370.0                  1.291193e+06   \n",
      "9264    55117.0                  109757549.0                  4.592719e+06   \n",
      "\n",
      "       symbol  \n",
      "0     ACHUSDT  \n",
      "1     ACHUSDT  \n",
      "2     ACHUSDT  \n",
      "3     ACHUSDT  \n",
      "4     ACHUSDT  \n",
      "...       ...  \n",
      "9260  ACHUSDT  \n",
      "9261  ACHUSDT  \n",
      "9262  ACHUSDT  \n",
      "9263  ACHUSDT  \n",
      "9264  ACHUSDT  \n",
      "\n",
      "[9265 rows x 12 columns], 'ENJUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.4288  0.4330  0.4268  0.4324   6253930.0   \n",
      "1    2023-01-23 08:00:00+08:00  0.4324  0.4481  0.4320  0.4370  22794430.0   \n",
      "2    2023-01-23 09:00:00+08:00  0.4370  0.4472  0.4360  0.4392  10569217.0   \n",
      "3    2023-01-23 10:00:00+08:00  0.4393  0.4425  0.4386  0.4406   4752756.0   \n",
      "4    2023-01-23 11:00:00+08:00  0.4405  0.4409  0.4345  0.4352   4772549.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.6461  0.6483  0.6353  0.6372   3733518.0   \n",
      "9996 2024-03-14 19:00:00+08:00  0.6372  0.6382  0.6230  0.6308   4476952.0   \n",
      "9997 2024-03-14 20:00:00+08:00  0.6309  0.6366  0.6242  0.6262   3529168.0   \n",
      "9998 2024-03-14 21:00:00+08:00  0.6266  0.6284  0.5952  0.6049  12479015.0   \n",
      "9999 2024-03-14 22:00:00+08:00  0.6049  0.6155  0.6005  0.6045   8349917.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  2.688428e+06     8486.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.002676e+07    27554.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  4.674912e+06    14177.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  2.093964e+06     6891.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  2.087951e+06     7384.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  2.399896e+06    13866.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  2.815378e+06    16986.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  2.222672e+06    14767.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  7.620841e+06    43003.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  5.079148e+06    28232.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       3171259.0                  1.363320e+06  ENJUSDT  \n",
      "1                      10514873.0                  4.628708e+06  ENJUSDT  \n",
      "2                       5116784.0                  2.262653e+06  ENJUSDT  \n",
      "3                       2515674.0                  1.108548e+06  ENJUSDT  \n",
      "4                       2227891.0                  9.751521e+05  ENJUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                    1650985.0                  1.061732e+06  ENJUSDT  \n",
      "9996                    1844460.0                  1.160044e+06  ENJUSDT  \n",
      "9997                    1836324.0                  1.155933e+06  ENJUSDT  \n",
      "9998                    5229281.0                  3.195210e+06  ENJUSDT  \n",
      "9999                    3719345.0                  2.263603e+06  ENJUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'NTRNUSDT':              candle_begin_time    open    high     low   close       volume  \\\n",
      "0    2023-11-14 20:00:00+08:00  0.4133  0.4457  0.4105  0.4377   19623851.0   \n",
      "1    2023-11-14 21:00:00+08:00  0.4377  0.4794  0.4343  0.4495   58839489.0   \n",
      "2    2023-11-14 22:00:00+08:00  0.4495  0.4902  0.4431  0.4730   45818431.0   \n",
      "3    2023-11-14 23:00:00+08:00  0.4734  0.4867  0.4510  0.4752   33041977.0   \n",
      "4    2023-11-15 00:00:00+08:00  0.4752  0.5582  0.4726  0.5492  100206802.0   \n",
      "...                        ...     ...     ...     ...     ...          ...   \n",
      "2902 2024-03-14 18:00:00+08:00  1.4800  1.4848  1.4541  1.4596     455744.0   \n",
      "2903 2024-03-14 19:00:00+08:00  1.4590  1.4626  1.4324  1.4563    1054679.0   \n",
      "2904 2024-03-14 20:00:00+08:00  1.4565  1.4695  1.4346  1.4432     690816.0   \n",
      "2905 2024-03-14 21:00:00+08:00  1.4438  1.4493  1.3779  1.3995    1781867.0   \n",
      "2906 2024-03-14 22:00:00+08:00  1.3994  1.4237  1.3964  1.4074    1250781.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-11-14 20:59:59.999000064+08:00  8.453282e+06    41846.0   \n",
      "1    2023-11-14 21:59:59.999000064+08:00  2.709668e+07   115842.0   \n",
      "2    2023-11-14 22:59:59.999000064+08:00  2.154168e+07   103583.0   \n",
      "3    2023-11-14 23:59:59.999000064+08:00  1.549937e+07    79708.0   \n",
      "4    2023-11-15 00:59:59.999000064+08:00  5.284011e+07   218893.0   \n",
      "...                                  ...           ...        ...   \n",
      "2902 2024-03-14 18:59:59.999000064+08:00  6.696594e+05     7820.0   \n",
      "2903 2024-03-14 19:59:59.999000064+08:00  1.524942e+06    13707.0   \n",
      "2904 2024-03-14 20:59:59.999000064+08:00  1.002634e+06    10978.0   \n",
      "2905 2024-03-14 21:59:59.999000064+08:00  2.511211e+06    21413.0   \n",
      "2906 2024-03-14 22:59:59.999000064+08:00  1.763000e+06    17451.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                       9282107.0                  3.997970e+06  NTRNUSDT  \n",
      "1                      27247789.0                  1.255416e+07  NTRNUSDT  \n",
      "2                      22832645.0                  1.074408e+07  NTRNUSDT  \n",
      "3                      15287572.0                  7.179074e+06  NTRNUSDT  \n",
      "4                      50396778.0                  2.658245e+07  NTRNUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "2902                     199385.0                  2.930840e+05  NTRNUSDT  \n",
      "2903                     387714.0                  5.610952e+05  NTRNUSDT  \n",
      "2904                     319104.0                  4.637659e+05  NTRNUSDT  \n",
      "2905                     745159.0                  1.049825e+06  NTRNUSDT  \n",
      "2906                     599417.0                  8.449915e+05  NTRNUSDT  \n",
      "\n",
      "[2907 rows x 12 columns], 'LTCUSDT':              candle_begin_time   open   high    low  close      volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  87.44  88.19  87.26  87.60  141895.887   \n",
      "1    2023-01-23 08:00:00+08:00  87.60  88.61  87.55  88.08  173635.668   \n",
      "2    2023-01-23 09:00:00+08:00  88.08  88.64  88.08  88.23  112938.269   \n",
      "3    2023-01-23 10:00:00+08:00  88.23  88.57  88.14  88.51   74265.376   \n",
      "4    2023-01-23 11:00:00+08:00  88.51  88.59  87.84  87.90  105349.774   \n",
      "...                        ...    ...    ...    ...    ...         ...   \n",
      "9995 2024-03-14 18:00:00+08:00  97.90  98.17  96.72  97.12  250208.439   \n",
      "9996 2024-03-14 19:00:00+08:00  97.10  97.13  95.30  96.28  247131.008   \n",
      "9997 2024-03-14 20:00:00+08:00  96.29  96.77  95.24  95.86  192538.856   \n",
      "9998 2024-03-14 21:00:00+08:00  95.87  96.26  92.38  93.73  639522.664   \n",
      "9999 2024-03-14 22:00:00+08:00  93.73  95.32  93.54  94.93  359616.034   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.244001e+07    17450.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.530459e+07    19901.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  9.985648e+06    13962.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  6.560400e+06    10437.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  9.289518e+06    12896.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  2.439749e+07    41766.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  2.373239e+07    43189.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  1.846748e+07    36496.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  6.017785e+07    93842.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  3.395541e+07    64304.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       71649.676                  6.281952e+06  LTCUSDT  \n",
      "1                       83156.039                  7.330614e+06  LTCUSDT  \n",
      "2                       53976.809                  4.772517e+06  LTCUSDT  \n",
      "3                       34235.353                  3.024230e+06  LTCUSDT  \n",
      "4                       42798.254                  3.773620e+06  LTCUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                   116141.026                  1.132535e+07  LTCUSDT  \n",
      "9996                   112596.971                  1.081071e+07  LTCUSDT  \n",
      "9997                    90214.182                  8.652869e+06  LTCUSDT  \n",
      "9998                   292901.579                  2.757425e+07  LTCUSDT  \n",
      "9999                   171840.346                  1.622480e+07  LTCUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'ZENUSDT':              candle_begin_time    open    high     low   close    volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  10.765  10.849  10.718  10.786   49931.8   \n",
      "1    2023-01-23 08:00:00+08:00  10.788  10.984  10.787  10.883   93118.0   \n",
      "2    2023-01-23 09:00:00+08:00  10.880  11.045  10.880  10.900   66192.5   \n",
      "3    2023-01-23 10:00:00+08:00  10.903  11.009  10.884  10.970   43358.6   \n",
      "4    2023-01-23 11:00:00+08:00  10.969  10.997  10.830  10.870   37685.3   \n",
      "...                        ...     ...     ...     ...     ...       ...   \n",
      "9995 2024-03-14 18:00:00+08:00  16.887  17.029  16.847  16.875   77936.3   \n",
      "9996 2024-03-14 19:00:00+08:00  16.875  17.152  16.735  17.088  153435.8   \n",
      "9997 2024-03-14 20:00:00+08:00  17.087  17.104  16.735  16.767  116311.9   \n",
      "9998 2024-03-14 21:00:00+08:00  16.762  16.831  16.255  16.546  250492.9   \n",
      "9999 2024-03-14 22:00:00+08:00  16.550  16.880  16.546  16.700  120222.1   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  5.387013e+05     3494.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.014506e+06     5459.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  7.256097e+05     4181.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  4.745208e+05     2745.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  4.115290e+05     2723.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  1.319675e+06    10987.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  2.600226e+06    18919.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  1.960486e+06    15497.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  4.143076e+06    30742.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  2.005990e+06    21282.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                         22913.4                  2.472741e+05  ZENUSDT  \n",
      "1                         47090.6                  5.128532e+05  ZENUSDT  \n",
      "2                         29381.2                  3.221121e+05  ZENUSDT  \n",
      "3                         18702.5                  2.047165e+05  ZENUSDT  \n",
      "4                         17039.8                  1.860976e+05  ZENUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                      32997.4                  5.590519e+05  ZENUSDT  \n",
      "9996                      76312.3                  1.294502e+06  ZENUSDT  \n",
      "9997                      46835.9                  7.891556e+05  ZENUSDT  \n",
      "9998                      96949.9                  1.604498e+06  ZENUSDT  \n",
      "9999                      60482.1                  1.009357e+06  ZENUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'JASMYUSDT':              candle_begin_time      open      high       low     close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.005165  0.005204  0.005143  0.005192   \n",
      "1    2023-01-23 08:00:00+08:00  0.005193  0.005392  0.005189  0.005341   \n",
      "2    2023-01-23 09:00:00+08:00  0.005340  0.005407  0.005314  0.005327   \n",
      "3    2023-01-23 10:00:00+08:00  0.005328  0.005396  0.005321  0.005372   \n",
      "4    2023-01-23 11:00:00+08:00  0.005371  0.005372  0.005281  0.005297   \n",
      "...                        ...       ...       ...       ...       ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.020365  0.020413  0.019922  0.020012   \n",
      "9996 2024-03-14 19:00:00+08:00  0.020012  0.020113  0.019641  0.019827   \n",
      "9997 2024-03-14 20:00:00+08:00  0.019824  0.019947  0.019424  0.019589   \n",
      "9998 2024-03-14 21:00:00+08:00  0.019589  0.019666  0.018730  0.018983   \n",
      "9999 2024-03-14 22:00:00+08:00  0.018984  0.019537  0.018972  0.019408   \n",
      "\n",
      "           volume                          close_time  quote_volume  \\\n",
      "0     191972378.0 2023-01-23 07:59:59.999000064+08:00  9.937514e+05   \n",
      "1     430352388.0 2023-01-23 08:59:59.999000064+08:00  2.280690e+06   \n",
      "2     289317141.0 2023-01-23 09:59:59.999000064+08:00  1.553142e+06   \n",
      "3     184265863.0 2023-01-23 10:59:59.999000064+08:00  9.867224e+05   \n",
      "4     172441355.0 2023-01-23 11:59:59.999000064+08:00  9.178972e+05   \n",
      "...           ...                                 ...           ...   \n",
      "9995  161497117.0 2024-03-14 18:59:59.999000064+08:00  3.253157e+06   \n",
      "9996  256193560.0 2024-03-14 19:59:59.999000064+08:00  5.081492e+06   \n",
      "9997  280103879.0 2024-03-14 20:59:59.999000064+08:00  5.493762e+06   \n",
      "9998  596780949.0 2024-03-14 21:59:59.999000064+08:00  1.140579e+07   \n",
      "9999  428064557.0 2024-03-14 22:59:59.999000064+08:00  8.273033e+06   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0        5486.0                   97265359.0                  5.036286e+05   \n",
      "1       10346.0                  232483999.0                  1.232589e+06   \n",
      "2        7220.0                  144819812.0                  7.775226e+05   \n",
      "3        4912.0                   95671917.0                  5.123175e+05   \n",
      "4        4557.0                   84264322.0                  4.484195e+05   \n",
      "...         ...                          ...                           ...   \n",
      "9995    25058.0                   77200519.0                  1.555916e+06   \n",
      "9996    37081.0                  118853643.0                  2.358527e+06   \n",
      "9997    39497.0                  127498864.0                  2.500617e+06   \n",
      "9998    77764.0                  271470645.0                  5.188020e+06   \n",
      "9999    57284.0                  213036812.0                  4.116195e+06   \n",
      "\n",
      "         symbol  \n",
      "0     JASMYUSDT  \n",
      "1     JASMYUSDT  \n",
      "2     JASMYUSDT  \n",
      "3     JASMYUSDT  \n",
      "4     JASMYUSDT  \n",
      "...         ...  \n",
      "9995  JASMYUSDT  \n",
      "9996  JASMYUSDT  \n",
      "9997  JASMYUSDT  \n",
      "9998  JASMYUSDT  \n",
      "9999  JASMYUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'RVNUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.02825  0.02832  0.02810  0.02813   \n",
      "1    2023-01-23 08:00:00+08:00  0.02813  0.02899  0.02810  0.02856   \n",
      "2    2023-01-23 09:00:00+08:00  0.02857  0.02982  0.02855  0.02935   \n",
      "3    2023-01-23 10:00:00+08:00  0.02937  0.02939  0.02885  0.02916   \n",
      "4    2023-01-23 11:00:00+08:00  0.02915  0.02937  0.02877  0.02927   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.03310  0.03319  0.03245  0.03262   \n",
      "9996 2024-03-14 19:00:00+08:00  0.03261  0.03273  0.03214  0.03238   \n",
      "9997 2024-03-14 20:00:00+08:00  0.03237  0.03262  0.03176  0.03199   \n",
      "9998 2024-03-14 21:00:00+08:00  0.03199  0.03212  0.03065  0.03109   \n",
      "9999 2024-03-14 22:00:00+08:00  0.03108  0.03181  0.03108  0.03144   \n",
      "\n",
      "           volume                          close_time  quote_volume  \\\n",
      "0      28001683.0 2023-01-23 07:59:59.999000064+08:00  7.895593e+05   \n",
      "1     114125440.0 2023-01-23 08:59:59.999000064+08:00  3.268412e+06   \n",
      "2     110989932.0 2023-01-23 09:59:59.999000064+08:00  3.238639e+06   \n",
      "3      54285633.0 2023-01-23 10:59:59.999000064+08:00  1.580076e+06   \n",
      "4      45213486.0 2023-01-23 11:59:59.999000064+08:00  1.313645e+06   \n",
      "...           ...                                 ...           ...   \n",
      "9995   26798563.0 2024-03-14 18:59:59.999000064+08:00  8.791337e+05   \n",
      "9996   35247625.0 2024-03-14 19:59:59.999000064+08:00  1.140900e+06   \n",
      "9997   43734508.0 2024-03-14 20:59:59.999000064+08:00  1.403457e+06   \n",
      "9998   80121939.0 2024-03-14 21:59:59.999000064+08:00  2.499511e+06   \n",
      "9999   64032702.0 2024-03-14 22:59:59.999000064+08:00  2.014278e+06   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0        4495.0                   14582483.0                  4.111299e+05   \n",
      "1       14345.0                   55987507.0                  1.603320e+06   \n",
      "2       12812.0                   56469799.0                  1.647526e+06   \n",
      "3        7005.0                   25325670.0                  7.372992e+05   \n",
      "4        5872.0                   21702531.0                  6.306604e+05   \n",
      "...         ...                          ...                           ...   \n",
      "9995     6937.0                   11068316.0                  3.633398e+05   \n",
      "9996     9448.0                   15488603.0                  5.014191e+05   \n",
      "9997     9076.0                   22505048.0                  7.222580e+05   \n",
      "9998    18266.0                   40609794.0                  1.266962e+06   \n",
      "9999    13047.0                   32152416.0                  1.011417e+06   \n",
      "\n",
      "       symbol  \n",
      "0     RVNUSDT  \n",
      "1     RVNUSDT  \n",
      "2     RVNUSDT  \n",
      "3     RVNUSDT  \n",
      "4     RVNUSDT  \n",
      "...       ...  \n",
      "9995  RVNUSDT  \n",
      "9996  RVNUSDT  \n",
      "9997  RVNUSDT  \n",
      "9998  RVNUSDT  \n",
      "9999  RVNUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'THETAUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  1.0611  1.0775  1.0566  1.0694  4412373.9   \n",
      "1    2023-01-23 08:00:00+08:00  1.0693  1.0762  1.0573  1.0607  4148105.5   \n",
      "2    2023-01-23 09:00:00+08:00  1.0607  1.0716  1.0556  1.0565  2264484.3   \n",
      "3    2023-01-23 10:00:00+08:00  1.0567  1.0627  1.0527  1.0605  1876576.1   \n",
      "4    2023-01-23 11:00:00+08:00  1.0606  1.0635  1.0503  1.0510  1577190.9   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  3.4312  3.4654  3.4065  3.4437  1561212.2   \n",
      "9996 2024-03-14 19:00:00+08:00  3.4445  3.4845  3.4072  3.4331  2498038.8   \n",
      "9997 2024-03-14 20:00:00+08:00  3.4329  3.4860  3.3832  3.3847  1875217.8   \n",
      "9998 2024-03-14 21:00:00+08:00  3.3848  3.3926  3.2750  3.3290  3670195.6   \n",
      "9999 2024-03-14 22:00:00+08:00  3.3285  3.3740  3.2845  3.3269  2331777.6   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  4.720982e+06    15120.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  4.425928e+06    13998.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  2.409777e+06     8438.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.983492e+06     6948.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.667703e+06     6175.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  5.375225e+06    38783.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  8.616831e+06    63443.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  6.437219e+06    45409.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  1.220991e+07    81571.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  7.770687e+06    60654.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume     symbol  \n",
      "0                       2316157.1                  2.478757e+06  THETAUSDT  \n",
      "1                       1939261.2                  2.070033e+06  THETAUSDT  \n",
      "2                       1082753.2                  1.152593e+06  THETAUSDT  \n",
      "3                        894358.0                  9.453197e+05  THETAUSDT  \n",
      "4                        710195.6                  7.509132e+05  THETAUSDT  \n",
      "...                           ...                           ...        ...  \n",
      "9995                     754372.4                  2.597160e+06  THETAUSDT  \n",
      "9996                    1164732.4                  4.017103e+06  THETAUSDT  \n",
      "9997                     887173.9                  3.044880e+06  THETAUSDT  \n",
      "9998                    1706506.5                  5.678026e+06  THETAUSDT  \n",
      "9999                    1128343.5                  3.760103e+06  THETAUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'MTLUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.9073  0.9202  0.9061  0.9151   749527.0   \n",
      "1    2023-01-23 08:00:00+08:00  0.9152  0.9271  0.9128  0.9229  1110226.0   \n",
      "2    2023-01-23 09:00:00+08:00  0.9227  0.9326  0.9206  0.9210   859111.0   \n",
      "3    2023-01-23 10:00:00+08:00  0.9215  0.9282  0.9209  0.9257   502666.0   \n",
      "4    2023-01-23 11:00:00+08:00  0.9258  0.9279  0.9118  0.9127   687391.0   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  2.3908  2.4000  2.3672  2.3730   459277.0   \n",
      "9996 2024-03-14 19:00:00+08:00  2.3730  2.3781  2.3222  2.3602   688883.0   \n",
      "9997 2024-03-14 20:00:00+08:00  2.3602  2.3645  2.3300  2.3448   460882.0   \n",
      "9998 2024-03-14 21:00:00+08:00  2.3449  2.3509  2.2568  2.2885  1874947.0   \n",
      "9999 2024-03-14 22:00:00+08:00  2.2878  2.3292  2.2844  2.3173  1256617.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  6.847346e+05     5416.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.022143e+06     6754.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  7.964804e+05     5596.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  4.646880e+05     3914.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  6.318330e+05     4635.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  1.095693e+06     8624.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.617683e+06    13071.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  1.080999e+06    10392.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  4.304331e+06    30720.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  2.899022e+06    25079.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                        383682.0                  3.504640e+05  MTLUSDT  \n",
      "1                        533847.0                  4.915293e+05  MTLUSDT  \n",
      "2                        400369.0                  3.712595e+05  MTLUSDT  \n",
      "3                        220103.0                  2.034867e+05  MTLUSDT  \n",
      "4                        279333.0                  2.570177e+05  MTLUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                     245611.0                  5.859708e+05  MTLUSDT  \n",
      "9996                     330949.0                  7.771692e+05  MTLUSDT  \n",
      "9997                     222664.0                  5.221905e+05  MTLUSDT  \n",
      "9998                     807339.0                  1.853929e+06  MTLUSDT  \n",
      "9999                     669397.0                  1.544666e+06  MTLUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'AUCTIONUSDT':              candle_begin_time   open   high    low  close     volume  \\\n",
      "0    2023-12-15 21:00:00+08:00  29.23  30.09  25.09  26.37  522899.30   \n",
      "1    2023-12-15 22:00:00+08:00  26.37  27.84  26.30  27.75  198407.80   \n",
      "2    2023-12-15 23:00:00+08:00  27.78  27.80  25.80  26.51  144650.60   \n",
      "3    2023-12-16 00:00:00+08:00  26.51  27.83  25.40  26.98  142315.42   \n",
      "4    2023-12-16 01:00:00+08:00  26.97  29.95  26.94  29.05  190187.53   \n",
      "...                        ...    ...    ...    ...    ...        ...   \n",
      "2157 2024-03-14 18:00:00+08:00  26.85  26.87  26.46  26.53   22384.11   \n",
      "2158 2024-03-14 19:00:00+08:00  26.52  26.64  26.09  26.51   41049.57   \n",
      "2159 2024-03-14 20:00:00+08:00  26.51  26.73  26.05  26.23   43475.39   \n",
      "2160 2024-03-14 21:00:00+08:00  26.23  26.28  25.05  25.45  124809.46   \n",
      "2161 2024-03-14 22:00:00+08:00  25.44  26.11  25.43  25.76  108083.02   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-12-15 21:59:59.999000064+08:00  1.419913e+07    62364.0   \n",
      "1    2023-12-15 22:59:59.999000064+08:00  5.396470e+06    25991.0   \n",
      "2    2023-12-15 23:59:59.999000064+08:00  3.844585e+06    19318.0   \n",
      "3    2023-12-16 00:59:59.999000064+08:00  3.834777e+06    20535.0   \n",
      "4    2023-12-16 01:59:59.999000064+08:00  5.454272e+06    30179.0   \n",
      "...                                  ...           ...        ...   \n",
      "2157 2024-03-14 18:59:59.999000064+08:00  5.967825e+05     4548.0   \n",
      "2158 2024-03-14 19:59:59.999000064+08:00  1.081535e+06     7463.0   \n",
      "2159 2024-03-14 20:59:59.999000064+08:00  1.145992e+06     8547.0   \n",
      "2160 2024-03-14 21:59:59.999000064+08:00  3.195019e+06    19343.0   \n",
      "2161 2024-03-14 22:59:59.999000064+08:00  2.780083e+06    18360.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume       symbol  \n",
      "0                       268839.53                  7.305354e+06  AUCTIONUSDT  \n",
      "1                        99213.03                  2.700118e+06  AUCTIONUSDT  \n",
      "2                        63843.96                  1.696074e+06  AUCTIONUSDT  \n",
      "3                        72541.68                  1.956464e+06  AUCTIONUSDT  \n",
      "4                       102963.04                  2.955116e+06  AUCTIONUSDT  \n",
      "...                           ...                           ...          ...  \n",
      "2157                      9891.20                  2.637027e+05  AUCTIONUSDT  \n",
      "2158                     17254.41                  4.547088e+05  AUCTIONUSDT  \n",
      "2159                     20053.43                  5.284336e+05  AUCTIONUSDT  \n",
      "2160                     55945.65                  1.432587e+06  AUCTIONUSDT  \n",
      "2161                     54936.75                  1.413389e+06  AUCTIONUSDT  \n",
      "\n",
      "[2162 rows x 12 columns], 'PHBUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-02-16 22:00:00+08:00  1.1621  1.1849  1.1621  1.1796   262049.0   \n",
      "1    2023-02-16 23:00:00+08:00  1.1779  1.2200  1.1775  1.2066   563366.0   \n",
      "2    2023-02-17 00:00:00+08:00  1.2075  1.2164  1.1702  1.1990   659075.0   \n",
      "3    2023-02-17 01:00:00+08:00  1.1990  1.2043  1.1870  1.1983   160008.0   \n",
      "4    2023-02-17 02:00:00+08:00  1.1981  1.2037  1.1847  1.1950   175188.0   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9404 2024-03-14 18:00:00+08:00  3.0876  3.1044  3.0350  3.0715   769080.0   \n",
      "9405 2024-03-14 19:00:00+08:00  3.0713  3.0800  2.9935  3.0103   682625.0   \n",
      "9406 2024-03-14 20:00:00+08:00  3.0106  3.0443  2.9500  2.9759  1353560.0   \n",
      "9407 2024-03-14 21:00:00+08:00  2.9760  3.0299  2.9405  2.9953  2273643.0   \n",
      "9408 2024-03-14 22:00:00+08:00  2.9954  3.0799  2.9071  2.9673  3418140.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-02-16 22:59:59.999000064+08:00  3.081636e+05     2105.0   \n",
      "1    2023-02-16 23:59:59.999000064+08:00  6.755880e+05     3518.0   \n",
      "2    2023-02-17 00:59:59.999000064+08:00  7.886811e+05     6478.0   \n",
      "3    2023-02-17 01:59:59.999000064+08:00  1.915436e+05     1971.0   \n",
      "4    2023-02-17 02:59:59.999000064+08:00  2.095247e+05     1517.0   \n",
      "...                                  ...           ...        ...   \n",
      "9404 2024-03-14 18:59:59.999000064+08:00  2.361666e+06    24570.0   \n",
      "9405 2024-03-14 19:59:59.999000064+08:00  2.069217e+06    22624.0   \n",
      "9406 2024-03-14 20:59:59.999000064+08:00  4.030854e+06    26110.0   \n",
      "9407 2024-03-14 21:59:59.999000064+08:00  6.812095e+06    35821.0   \n",
      "9408 2024-03-14 22:59:59.999000064+08:00  1.023590e+07    51894.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                        123642.0                  1.455648e+05  PHBUSDT  \n",
      "1                        216876.0                  2.601182e+05  PHBUSDT  \n",
      "2                        302944.0                  3.628749e+05  PHBUSDT  \n",
      "3                         65155.0                  7.805075e+04  PHBUSDT  \n",
      "4                         81697.0                  9.773775e+04  PHBUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9404                     400500.0                  1.230237e+06  PHBUSDT  \n",
      "9405                     287057.0                  8.707960e+05  PHBUSDT  \n",
      "9406                     611640.0                  1.821684e+06  PHBUSDT  \n",
      "9407                    1092797.0                  3.276129e+06  PHBUSDT  \n",
      "9408                    1643020.0                  4.921343e+06  PHBUSDT  \n",
      "\n",
      "[9409 rows x 12 columns], 'ASTRUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-02-14 10:00:00+08:00  0.07750  0.08170  0.07637  0.08091   \n",
      "1    2023-02-14 11:00:00+08:00  0.08092  0.08500  0.07890  0.08118   \n",
      "2    2023-02-14 12:00:00+08:00  0.08118  0.08321  0.08053  0.08234   \n",
      "3    2023-02-14 13:00:00+08:00  0.08234  0.08280  0.07880  0.08040   \n",
      "4    2023-02-14 14:00:00+08:00  0.08038  0.08119  0.07800  0.07988   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "9464 2024-03-14 18:00:00+08:00  0.17077  0.17155  0.16685  0.16750   \n",
      "9465 2024-03-14 19:00:00+08:00  0.16753  0.16851  0.16484  0.16721   \n",
      "9466 2024-03-14 20:00:00+08:00  0.16722  0.16890  0.16512  0.16684   \n",
      "9467 2024-03-14 21:00:00+08:00  0.16683  0.16788  0.15888  0.16176   \n",
      "9468 2024-03-14 22:00:00+08:00  0.16171  0.16553  0.16161  0.16382   \n",
      "\n",
      "           volume                          close_time  quote_volume  \\\n",
      "0      23721569.0 2023-02-14 10:59:59.999000064+08:00  1.889730e+06   \n",
      "1     137850299.0 2023-02-14 11:59:59.999000064+08:00  1.135683e+07   \n",
      "2      85117637.0 2023-02-14 12:59:59.999000064+08:00  6.987181e+06   \n",
      "3      81312527.0 2023-02-14 13:59:59.999000064+08:00  6.580528e+06   \n",
      "4      54980771.0 2023-02-14 14:59:59.999000064+08:00  4.367582e+06   \n",
      "...           ...                                 ...           ...   \n",
      "9464   38643248.0 2024-03-14 18:59:59.999000064+08:00  6.514199e+06   \n",
      "9465   31926480.0 2024-03-14 19:59:59.999000064+08:00  5.322104e+06   \n",
      "9466   16536597.0 2024-03-14 20:59:59.999000064+08:00  2.758459e+06   \n",
      "9467   55465621.0 2024-03-14 21:59:59.999000064+08:00  9.059042e+06   \n",
      "9468   37520313.0 2024-03-14 22:59:59.999000064+08:00  6.140243e+06   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0       10884.0                   11199057.0                  8.930420e+05   \n",
      "1       55827.0                   62736726.0                  5.166777e+06   \n",
      "2       31915.0                   40655933.0                  3.339594e+06   \n",
      "3       28242.0                   37005226.0                  2.998023e+06   \n",
      "4       20082.0                   25235226.0                  2.006586e+06   \n",
      "...         ...                          ...                           ...   \n",
      "9464    30929.0                   17258279.0                  2.909927e+06   \n",
      "9465    28394.0                   14493644.0                  2.416966e+06   \n",
      "9466    19470.0                    7937642.0                  1.324533e+06   \n",
      "9467    48909.0                   25590308.0                  4.185332e+06   \n",
      "9468    40550.0                   19441496.0                  3.182458e+06   \n",
      "\n",
      "        symbol  \n",
      "0     ASTRUSDT  \n",
      "1     ASTRUSDT  \n",
      "2     ASTRUSDT  \n",
      "3     ASTRUSDT  \n",
      "4     ASTRUSDT  \n",
      "...        ...  \n",
      "9464  ASTRUSDT  \n",
      "9465  ASTRUSDT  \n",
      "9466  ASTRUSDT  \n",
      "9467  ASTRUSDT  \n",
      "9468  ASTRUSDT  \n",
      "\n",
      "[9469 rows x 12 columns], 'LSKUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2024-01-25 22:00:00+08:00  1.3360  1.3360  1.2450  1.2660  1230082.0   \n",
      "1    2024-01-25 23:00:00+08:00  1.2660  1.2780  1.1710  1.1850  1725369.0   \n",
      "2    2024-01-26 00:00:00+08:00  1.1870  1.2390  1.1620  1.2150  1702598.0   \n",
      "3    2024-01-26 01:00:00+08:00  1.2160  1.2480  1.1700  1.1760  1316502.0   \n",
      "4    2024-01-26 02:00:00+08:00  1.1760  1.2200  1.1730  1.1960   765395.0   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "1172 2024-03-14 18:00:00+08:00  2.1105  2.1155  2.0944  2.1032   225446.0   \n",
      "1173 2024-03-14 19:00:00+08:00  2.1033  2.1085  2.0778  2.0905   460491.0   \n",
      "1174 2024-03-14 20:00:00+08:00  2.0906  2.0961  2.0727  2.0860   499967.0   \n",
      "1175 2024-03-14 21:00:00+08:00  2.0855  2.0901  2.0000  2.0318  1173656.0   \n",
      "1176 2024-03-14 22:00:00+08:00  2.0317  2.0713  2.0295  2.0427   889241.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2024-01-25 22:59:59.999000064+08:00  1.582721e+06     6763.0   \n",
      "1    2024-01-25 23:59:59.999000064+08:00  2.101372e+06     9645.0   \n",
      "2    2024-01-26 00:59:59.999000064+08:00  2.041425e+06    10652.0   \n",
      "3    2024-01-26 01:59:59.999000064+08:00  1.588486e+06     8075.0   \n",
      "4    2024-01-26 02:59:59.999000064+08:00  9.120548e+05     4584.0   \n",
      "...                                  ...           ...        ...   \n",
      "1172 2024-03-14 18:59:59.999000064+08:00  4.748759e+05     3919.0   \n",
      "1173 2024-03-14 19:59:59.999000064+08:00  9.620365e+05     8107.0   \n",
      "1174 2024-03-14 20:59:59.999000064+08:00  1.042033e+06     7892.0   \n",
      "1175 2024-03-14 21:59:59.999000064+08:00  2.396599e+06    16466.0   \n",
      "1176 2024-03-14 22:59:59.999000064+08:00  1.819901e+06    14088.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                        593174.0                  7.645092e+05  LSKUSDT  \n",
      "1                        799416.0                  9.738668e+05  LSKUSDT  \n",
      "2                        902140.0                  1.083069e+06  LSKUSDT  \n",
      "3                        554929.0                  6.705700e+05  LSKUSDT  \n",
      "4                        423946.0                  5.052869e+05  LSKUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "1172                     119487.0                  2.516811e+05  LSKUSDT  \n",
      "1173                     231270.0                  4.831366e+05  LSKUSDT  \n",
      "1174                     249825.0                  5.207204e+05  LSKUSDT  \n",
      "1175                     509416.0                  1.040632e+06  LSKUSDT  \n",
      "1176                     446390.0                  9.138374e+05  LSKUSDT  \n",
      "\n",
      "[1177 rows x 12 columns], 'AMBUSDT':              candle_begin_time      open      high       low     close  \\\n",
      "0    2023-03-30 20:00:00+08:00  0.013540  0.013850  0.013440  0.013600   \n",
      "1    2023-03-30 21:00:00+08:00  0.013600  0.013630  0.013520  0.013530   \n",
      "2    2023-03-30 22:00:00+08:00  0.013550  0.013570  0.013370  0.013460   \n",
      "3    2023-03-30 23:00:00+08:00  0.013450  0.013500  0.013280  0.013330   \n",
      "4    2023-03-31 00:00:00+08:00  0.013330  0.013470  0.013320  0.013380   \n",
      "...                        ...       ...       ...       ...       ...   \n",
      "8398 2024-03-14 18:00:00+08:00  0.014507  0.014541  0.014239  0.014288   \n",
      "8399 2024-03-14 19:00:00+08:00  0.014286  0.014325  0.013952  0.014170   \n",
      "8400 2024-03-14 20:00:00+08:00  0.014169  0.014290  0.014038  0.014095   \n",
      "8401 2024-03-14 21:00:00+08:00  0.014094  0.014150  0.013483  0.013673   \n",
      "8402 2024-03-14 22:00:00+08:00  0.013672  0.014105  0.013667  0.013881   \n",
      "\n",
      "           volume                          close_time  quote_volume  \\\n",
      "0      32745319.0 2023-03-30 20:59:59.999000064+08:00  4.458694e+05   \n",
      "1       8316173.0 2023-03-30 21:59:59.999000064+08:00  1.128839e+05   \n",
      "2       6529729.0 2023-03-30 22:59:59.999000064+08:00  8.784687e+04   \n",
      "3       6487008.0 2023-03-30 23:59:59.999000064+08:00  8.659955e+04   \n",
      "4       9598139.0 2023-03-31 00:59:59.999000064+08:00  1.285347e+05   \n",
      "...           ...                                 ...           ...   \n",
      "8398   38964616.0 2024-03-14 18:59:59.999000064+08:00  5.612849e+05   \n",
      "8399   74391902.0 2024-03-14 19:59:59.999000064+08:00  1.049595e+06   \n",
      "8400   40723373.0 2024-03-14 20:59:59.999000064+08:00  5.756606e+05   \n",
      "8401  103521051.0 2024-03-14 21:59:59.999000064+08:00  1.426157e+06   \n",
      "8402   86500090.0 2024-03-14 22:59:59.999000064+08:00  1.202496e+06   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0        3209.0                   15305084.0                 208186.983700   \n",
      "1         812.0                    4187914.0                  56883.563770   \n",
      "2        1214.0                    2552394.0                  34380.371790   \n",
      "3         696.0                    3387230.0                  45263.425430   \n",
      "4        1697.0                    3597131.0                  48157.551200   \n",
      "...         ...                          ...                           ...   \n",
      "8398     8064.0                   15736797.0                 226867.146743   \n",
      "8399    13184.0                   31584972.0                 445567.908819   \n",
      "8400     9844.0                   21096104.0                 298337.756407   \n",
      "8401    20140.0                   46376998.0                 638771.620896   \n",
      "8402    17252.0                   45117655.0                 627300.392875   \n",
      "\n",
      "       symbol  \n",
      "0     AMBUSDT  \n",
      "1     AMBUSDT  \n",
      "2     AMBUSDT  \n",
      "3     AMBUSDT  \n",
      "4     AMBUSDT  \n",
      "...       ...  \n",
      "8398  AMBUSDT  \n",
      "8399  AMBUSDT  \n",
      "8400  AMBUSDT  \n",
      "8401  AMBUSDT  \n",
      "8402  AMBUSDT  \n",
      "\n",
      "[8403 rows x 12 columns], 'ALGOUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.2446  0.2466  0.2439  0.2460   8622297.6   \n",
      "1    2023-01-23 08:00:00+08:00  0.2460  0.2502  0.2455  0.2482  11271070.9   \n",
      "2    2023-01-23 09:00:00+08:00  0.2482  0.2502  0.2477  0.2478   6959977.9   \n",
      "3    2023-01-23 10:00:00+08:00  0.2479  0.2496  0.2474  0.2490   4839632.7   \n",
      "4    2023-01-23 11:00:00+08:00  0.2489  0.2495  0.2467  0.2468   4971734.7   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.3171  0.3171  0.3110  0.3117   9248244.6   \n",
      "9996 2024-03-14 19:00:00+08:00  0.3117  0.3139  0.3070  0.3124  19336110.3   \n",
      "9997 2024-03-14 20:00:00+08:00  0.3124  0.3149  0.3086  0.3105  14437659.0   \n",
      "9998 2024-03-14 21:00:00+08:00  0.3105  0.3111  0.2979  0.3024  37224529.2   \n",
      "9999 2024-03-14 22:00:00+08:00  0.3024  0.3136  0.3022  0.3124  31225871.5   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  2.114439e+06     6985.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  2.794684e+06    10348.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.734582e+06     6523.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.202409e+06     5197.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.233055e+06     5312.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  2.903042e+06    12964.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  5.994272e+06    23941.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  4.506436e+06    19666.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  1.129832e+07    47229.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  9.664889e+06    40987.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                       4535496.3                  1.112300e+06  ALGOUSDT  \n",
      "1                       5405556.5                  1.340320e+06  ALGOUSDT  \n",
      "2                       3535357.8                  8.811888e+05  ALGOUSDT  \n",
      "3                       2493611.9                  6.196288e+05  ALGOUSDT  \n",
      "4                       2515014.6                  6.240418e+05  ALGOUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9995                    4431348.0                  1.391308e+06  ALGOUSDT  \n",
      "9996                    8231834.0                  2.552363e+06  ALGOUSDT  \n",
      "9997                    6242455.1                  1.948067e+06  ALGOUSDT  \n",
      "9998                   16569763.0                  5.033282e+06  ALGOUSDT  \n",
      "9999                   15332431.3                  4.745512e+06  ALGOUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'YFIUSDT':              candle_begin_time     open     high      low    close   volume  \\\n",
      "0    2023-01-23 07:00:00+08:00   7152.0   7203.0   7130.0   7173.0  171.508   \n",
      "1    2023-01-23 08:00:00+08:00   7169.0   7316.0   7168.0   7264.0  220.636   \n",
      "2    2023-01-23 09:00:00+08:00   7263.0   7358.0   7261.0   7289.0  178.109   \n",
      "3    2023-01-23 10:00:00+08:00   7290.0   7373.0   7290.0   7349.0  174.059   \n",
      "4    2023-01-23 11:00:00+08:00   7348.0   7366.0   7264.0   7274.0  123.762   \n",
      "...                        ...      ...      ...      ...      ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  10292.0  10315.0  10162.0  10189.0  105.561   \n",
      "9996 2024-03-14 19:00:00+08:00  10187.0  10222.0  10078.0  10170.0  127.131   \n",
      "9997 2024-03-14 20:00:00+08:00  10168.0  10209.0  10018.0  10101.0  174.806   \n",
      "9998 2024-03-14 21:00:00+08:00  10101.0  10120.0   9765.0   9897.0  404.323   \n",
      "9999 2024-03-14 22:00:00+08:00   9895.0  10002.0   9838.0   9937.0  258.506   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00   1229621.921     4873.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00   1601222.585     6134.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00   1303330.229     4887.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00   1276143.502     4763.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00    905731.439     3962.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00   1082893.435     6549.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00   1289257.301     8365.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00   1766314.941     9291.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00   4006037.793    24854.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00   2566225.111    15492.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                          70.589                    506101.760  YFIUSDT  \n",
      "1                         117.588                    853443.295  YFIUSDT  \n",
      "2                          88.892                    650497.687  YFIUSDT  \n",
      "3                          81.191                    595324.430  YFIUSDT  \n",
      "4                          51.440                    376577.779  YFIUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                       48.518                    497579.674  YFIUSDT  \n",
      "9996                       66.590                    675282.418  YFIUSDT  \n",
      "9997                       78.651                    795054.581  YFIUSDT  \n",
      "9998                      191.918                   1901287.935  YFIUSDT  \n",
      "9999                      119.130                   1182641.448  YFIUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'POLYXUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-10-25 10:00:00+08:00  0.26870  0.28370  0.26320  0.27480   \n",
      "1    2023-10-25 11:00:00+08:00  0.27460  0.30450  0.26990  0.30250   \n",
      "2    2023-10-25 12:00:00+08:00  0.30230  0.30690  0.28360  0.29730   \n",
      "3    2023-10-25 13:00:00+08:00  0.29730  0.31610  0.29650  0.30470   \n",
      "4    2023-10-25 14:00:00+08:00  0.30450  0.31680  0.28260  0.28520   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "3392 2024-03-14 18:00:00+08:00  0.27897  0.27925  0.27255  0.27337   \n",
      "3393 2024-03-14 19:00:00+08:00  0.27338  0.27410  0.26817  0.27318   \n",
      "3394 2024-03-14 20:00:00+08:00  0.27324  0.27543  0.27075  0.27264   \n",
      "3395 2024-03-14 21:00:00+08:00  0.27250  0.27355  0.25936  0.26316   \n",
      "3396 2024-03-14 22:00:00+08:00  0.26315  0.27100  0.26281  0.26612   \n",
      "\n",
      "           volume                          close_time  quote_volume  \\\n",
      "0      39626529.0 2023-10-25 10:59:59.999000064+08:00  1.096101e+07   \n",
      "1      54512194.0 2023-10-25 11:59:59.999000064+08:00  1.580373e+07   \n",
      "2      59758299.0 2023-10-25 12:59:59.999000064+08:00  1.767637e+07   \n",
      "3      68057354.0 2023-10-25 13:59:59.999000064+08:00  2.099739e+07   \n",
      "4     124854279.0 2023-10-25 14:59:59.999000064+08:00  3.739419e+07   \n",
      "...           ...                                 ...           ...   \n",
      "3392    2236728.0 2024-03-14 18:59:59.999000064+08:00  6.163422e+05   \n",
      "3393    4373158.0 2024-03-14 19:59:59.999000064+08:00  1.186157e+06   \n",
      "3394    2540516.0 2024-03-14 20:59:59.999000064+08:00  6.932241e+05   \n",
      "3395    8454488.0 2024-03-14 21:59:59.999000064+08:00  2.247779e+06   \n",
      "3396    5683176.0 2024-03-14 22:59:59.999000064+08:00  1.514118e+06   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0       40922.0                   14996447.0                  4.143825e+06   \n",
      "1       69072.0                   27756723.0                  8.054667e+06   \n",
      "2       72240.0                   27707187.0                  8.196540e+06   \n",
      "3       89545.0                   31786768.0                  9.809590e+06   \n",
      "4      171933.0                   64573163.0                  1.935569e+07   \n",
      "...         ...                          ...                           ...   \n",
      "3392     7019.0                    1157294.0                  3.188017e+05   \n",
      "3393    12518.0                    2241960.0                  6.083331e+05   \n",
      "3394     8606.0                    1316584.0                  3.592213e+05   \n",
      "3395    21309.0                    3391051.0                  9.017399e+05   \n",
      "3396    17283.0                    2919709.0                  7.783593e+05   \n",
      "\n",
      "         symbol  \n",
      "0     POLYXUSDT  \n",
      "1     POLYXUSDT  \n",
      "2     POLYXUSDT  \n",
      "3     POLYXUSDT  \n",
      "4     POLYXUSDT  \n",
      "...         ...  \n",
      "3392  POLYXUSDT  \n",
      "3393  POLYXUSDT  \n",
      "3394  POLYXUSDT  \n",
      "3395  POLYXUSDT  \n",
      "3396  POLYXUSDT  \n",
      "\n",
      "[3397 rows x 12 columns], 'JTOUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-12-08 18:00:00+08:00  2.9288  3.1460  2.9002  3.0614  12073474.0   \n",
      "1    2023-12-08 19:00:00+08:00  3.0632  3.1194  2.8600  2.8768   7565694.0   \n",
      "2    2023-12-08 20:00:00+08:00  2.8782  2.9830  2.8016  2.8546   9718560.0   \n",
      "3    2023-12-08 21:00:00+08:00  2.8546  2.9820  2.8400  2.9247   5591749.0   \n",
      "4    2023-12-08 22:00:00+08:00  2.9265  3.4054  2.8869  3.3767  16558971.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "2328 2024-03-14 18:00:00+08:00  3.0767  3.1260  3.0317  3.0402   3126374.0   \n",
      "2329 2024-03-14 19:00:00+08:00  3.0401  3.0798  2.9744  3.0333   4151780.0   \n",
      "2330 2024-03-14 20:00:00+08:00  3.0333  3.0475  2.9797  3.0096   2101268.0   \n",
      "2331 2024-03-14 21:00:00+08:00  3.0096  3.0131  2.9050  2.9582   4657688.0   \n",
      "2332 2024-03-14 22:00:00+08:00  2.9579  2.9832  2.8900  2.9275   3331078.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-12-08 18:59:59.999000064+08:00  3.645604e+07   129396.0   \n",
      "1    2023-12-08 19:59:59.999000064+08:00  2.263289e+07    99953.0   \n",
      "2    2023-12-08 20:59:59.999000064+08:00  2.806956e+07   116518.0   \n",
      "3    2023-12-08 21:59:59.999000064+08:00  1.634514e+07    77026.0   \n",
      "4    2023-12-08 22:59:59.999000064+08:00  5.194716e+07   210883.0   \n",
      "...                                  ...           ...        ...   \n",
      "2328 2024-03-14 18:59:59.999000064+08:00  9.627890e+06    58887.0   \n",
      "2329 2024-03-14 19:59:59.999000064+08:00  1.255823e+07    80102.0   \n",
      "2330 2024-03-14 20:59:59.999000064+08:00  6.319158e+06    49401.0   \n",
      "2331 2024-03-14 21:59:59.999000064+08:00  1.379089e+07    90007.0   \n",
      "2332 2024-03-14 22:59:59.999000064+08:00  9.778684e+06    70523.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       5732518.0                  1.732048e+07  JTOUSDT  \n",
      "1                       3419427.0                  1.024865e+07  JTOUSDT  \n",
      "2                       4495759.0                  1.298884e+07  JTOUSDT  \n",
      "3                       2740159.0                  8.013148e+06  JTOUSDT  \n",
      "4                       8606447.0                  2.701985e+07  JTOUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "2328                    1349786.0                  4.161087e+06  JTOUSDT  \n",
      "2329                    1991373.0                  6.027011e+06  JTOUSDT  \n",
      "2330                     978274.0                  2.943006e+06  JTOUSDT  \n",
      "2331                    2079937.0                  6.162820e+06  JTOUSDT  \n",
      "2332                    1591148.0                  4.673917e+06  JTOUSDT  \n",
      "\n",
      "[2333 rows x 12 columns], 'BANDUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  1.9219  1.9397  1.9126  1.9301   734278.5   \n",
      "1    2023-01-23 08:00:00+08:00  1.9308  1.9725  1.9293  1.9549  1093049.6   \n",
      "2    2023-01-23 09:00:00+08:00  1.9550  1.9822  1.9526  1.9645   616392.1   \n",
      "3    2023-01-23 10:00:00+08:00  1.9650  2.0194  1.9606  2.0132   781270.1   \n",
      "4    2023-01-23 11:00:00+08:00  2.0131  2.0138  1.9697  1.9704   754777.1   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  2.6792  2.6920  2.6588  2.6704   266630.9   \n",
      "9996 2024-03-14 19:00:00+08:00  2.6705  2.6825  2.6294  2.6794   408969.8   \n",
      "9997 2024-03-14 20:00:00+08:00  2.6795  2.7175  2.6263  2.6571   908432.3   \n",
      "9998 2024-03-14 21:00:00+08:00  2.6573  2.6631  2.5133  2.5557   970085.4   \n",
      "9999 2024-03-14 22:00:00+08:00  2.5552  2.6234  2.5533  2.5959   693246.4   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.414367e+06     8077.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  2.136988e+06    11703.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.215028e+06     7246.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.555771e+06     8157.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.503971e+06     8322.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  7.133307e+05     8505.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.087168e+06    11817.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  2.434222e+06    21035.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  2.498031e+06    25587.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  1.796549e+06    19913.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                        348368.0                  6.711172e+05  BANDUSDT  \n",
      "1                        552320.6                  1.079685e+06  BANDUSDT  \n",
      "2                        301133.8                  5.935203e+05  BANDUSDT  \n",
      "3                        368098.3                  7.334737e+05  BANDUSDT  \n",
      "4                        363054.5                  7.237446e+05  BANDUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9995                     133005.0                  3.559138e+05  BANDUSDT  \n",
      "9996                     182614.4                  4.856697e+05  BANDUSDT  \n",
      "9997                     441577.2                  1.185907e+06  BANDUSDT  \n",
      "9998                     448847.3                  1.155291e+06  BANDUSDT  \n",
      "9999                     353466.6                  9.163155e+05  BANDUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'AIUSDT':              candle_begin_time     open     high      low    close     volume  \\\n",
      "0    2024-01-08 20:00:00+08:00  1.39499  1.49900  1.39360  1.48764  5414771.0   \n",
      "1    2024-01-08 21:00:00+08:00  1.48500  1.51499  1.42426  1.43817  7045545.0   \n",
      "2    2024-01-08 22:00:00+08:00  1.43819  1.47618  1.38900  1.41038  4656900.0   \n",
      "3    2024-01-08 23:00:00+08:00  1.41010  1.44404  1.39608  1.40554  3221738.0   \n",
      "4    2024-01-09 00:00:00+08:00  1.40560  1.44000  1.37300  1.39771  2933806.0   \n",
      "...                        ...      ...      ...      ...      ...        ...   \n",
      "1582 2024-03-14 18:00:00+08:00  1.99072  1.99455  1.95159  1.95736  2216267.0   \n",
      "1583 2024-03-14 19:00:00+08:00  1.95736  1.96348  1.91104  1.94149  3084650.0   \n",
      "1584 2024-03-14 20:00:00+08:00  1.94164  1.95386  1.91187  1.92444  2184091.0   \n",
      "1585 2024-03-14 21:00:00+08:00  1.92425  1.92685  1.82195  1.86600  8475275.0   \n",
      "1586 2024-03-14 22:00:00+08:00  1.86569  1.90938  1.86000  1.88007  5142017.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2024-01-08 20:59:59.999000064+08:00  7.944757e+06    39024.0   \n",
      "1    2024-01-08 21:59:59.999000064+08:00  1.038985e+07    60438.0   \n",
      "2    2024-01-08 22:59:59.999000064+08:00  6.721091e+06    44935.0   \n",
      "3    2024-01-08 23:59:59.999000064+08:00  4.577278e+06    28584.0   \n",
      "4    2024-01-09 00:59:59.999000064+08:00  4.130266e+06    27155.0   \n",
      "...                                  ...           ...        ...   \n",
      "1582 2024-03-14 18:59:59.999000064+08:00  4.365090e+06    34224.0   \n",
      "1583 2024-03-14 19:59:59.999000064+08:00  5.956638e+06    46410.0   \n",
      "1584 2024-03-14 20:59:59.999000064+08:00  4.211617e+06    37774.0   \n",
      "1585 2024-03-14 21:59:59.999000064+08:00  1.584895e+07    96799.0   \n",
      "1586 2024-03-14 22:59:59.999000064+08:00  9.684148e+06    68481.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume  symbol  \n",
      "0                       2552418.0                  3.746502e+06  AIUSDT  \n",
      "1                       3147841.0                  4.650858e+06  AIUSDT  \n",
      "2                       1975200.0                  2.853576e+06  AIUSDT  \n",
      "3                       1477385.0                  2.100882e+06  AIUSDT  \n",
      "4                       1296139.0                  1.826699e+06  AIUSDT  \n",
      "...                           ...                           ...     ...  \n",
      "1582                    1003579.0                  1.976949e+06  AIUSDT  \n",
      "1583                    1351648.0                  2.610001e+06  AIUSDT  \n",
      "1584                    1070424.0                  2.063802e+06  AIUSDT  \n",
      "1585                    3444226.0                  6.446472e+06  AIUSDT  \n",
      "1586                    2563530.0                  4.828532e+06  AIUSDT  \n",
      "\n",
      "[1587 rows x 12 columns], 'LINAUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.00710  0.00722  0.00706  0.00720   \n",
      "1    2023-01-23 08:00:00+08:00  0.00720  0.00741  0.00716  0.00734   \n",
      "2    2023-01-23 09:00:00+08:00  0.00734  0.00752  0.00732  0.00733   \n",
      "3    2023-01-23 10:00:00+08:00  0.00734  0.00737  0.00727  0.00729   \n",
      "4    2023-01-23 11:00:00+08:00  0.00728  0.00734  0.00724  0.00726   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.01529  0.01534  0.01505  0.01508   \n",
      "9996 2024-03-14 19:00:00+08:00  0.01509  0.01514  0.01479  0.01507   \n",
      "9997 2024-03-14 20:00:00+08:00  0.01507  0.01510  0.01475  0.01484   \n",
      "9998 2024-03-14 21:00:00+08:00  0.01485  0.01492  0.01395  0.01417   \n",
      "9999 2024-03-14 22:00:00+08:00  0.01416  0.01445  0.01415  0.01438   \n",
      "\n",
      "           volume                          close_time  quote_volume  \\\n",
      "0     208258869.0 2023-01-23 07:59:59.999000064+08:00  1.487579e+06   \n",
      "1     379592611.0 2023-01-23 08:59:59.999000064+08:00  2.762443e+06   \n",
      "2     312308777.0 2023-01-23 09:59:59.999000064+08:00  2.325577e+06   \n",
      "3     182887968.0 2023-01-23 10:59:59.999000064+08:00  1.337397e+06   \n",
      "4     180410964.0 2023-01-23 11:59:59.999000064+08:00  1.314577e+06   \n",
      "...           ...                                 ...           ...   \n",
      "9995   61453520.0 2024-03-14 18:59:59.999000064+08:00  9.352768e+05   \n",
      "9996  125223891.0 2024-03-14 19:59:59.999000064+08:00  1.872264e+06   \n",
      "9997   90473790.0 2024-03-14 20:59:59.999000064+08:00  1.349907e+06   \n",
      "9998  451757765.0 2024-03-14 21:59:59.999000064+08:00  6.485122e+06   \n",
      "9999  217856850.0 2024-03-14 22:59:59.999000064+08:00  3.123189e+06   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0        3909.0                  105472984.0                  7.531451e+05   \n",
      "1        7177.0                  186411027.0                  1.357196e+06   \n",
      "2        5976.0                  149966144.0                  1.116450e+06   \n",
      "3        3954.0                   85868677.0                  6.281084e+05   \n",
      "4        4234.0                   94745135.0                  6.904873e+05   \n",
      "...         ...                          ...                           ...   \n",
      "9995     5611.0                   29407639.0                  4.478770e+05   \n",
      "9996     9038.0                   54646149.0                  8.171543e+05   \n",
      "9997     7769.0                   42144758.0                  6.289258e+05   \n",
      "9998    22786.0                  196601618.0                  2.820831e+06   \n",
      "9999    14711.0                  122960231.0                  1.763193e+06   \n",
      "\n",
      "        symbol  \n",
      "0     LINAUSDT  \n",
      "1     LINAUSDT  \n",
      "2     LINAUSDT  \n",
      "3     LINAUSDT  \n",
      "4     LINAUSDT  \n",
      "...        ...  \n",
      "9995  LINAUSDT  \n",
      "9996  LINAUSDT  \n",
      "9997  LINAUSDT  \n",
      "9998  LINAUSDT  \n",
      "9999  LINAUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'STMXUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.00526  0.00531  0.00524  0.00530   \n",
      "1    2023-01-23 08:00:00+08:00  0.00530  0.00538  0.00529  0.00536   \n",
      "2    2023-01-23 09:00:00+08:00  0.00536  0.00542  0.00535  0.00537   \n",
      "3    2023-01-23 10:00:00+08:00  0.00538  0.00540  0.00536  0.00538   \n",
      "4    2023-01-23 11:00:00+08:00  0.00539  0.00545  0.00535  0.00535   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.01250  0.01252  0.01235  0.01238   \n",
      "9996 2024-03-14 19:00:00+08:00  0.01237  0.01244  0.01212  0.01225   \n",
      "9997 2024-03-14 20:00:00+08:00  0.01226  0.01237  0.01218  0.01224   \n",
      "9998 2024-03-14 21:00:00+08:00  0.01225  0.01230  0.01170  0.01194   \n",
      "9999 2024-03-14 22:00:00+08:00  0.01193  0.01230  0.01193  0.01216   \n",
      "\n",
      "           volume                          close_time  quote_volume  \\\n",
      "0      85533139.0 2023-01-23 07:59:59.999000064+08:00  4.509058e+05   \n",
      "1     122587629.0 2023-01-23 08:59:59.999000064+08:00  6.549486e+05   \n",
      "2     100711189.0 2023-01-23 09:59:59.999000064+08:00  5.425490e+05   \n",
      "3      70661512.0 2023-01-23 10:59:59.999000064+08:00  3.799865e+05   \n",
      "4     104742235.0 2023-01-23 11:59:59.999000064+08:00  5.645849e+05   \n",
      "...           ...                                 ...           ...   \n",
      "9995   72943811.0 2024-03-14 18:59:59.999000064+08:00  9.072631e+05   \n",
      "9996  159119658.0 2024-03-14 19:59:59.999000064+08:00  1.948222e+06   \n",
      "9997  107376543.0 2024-03-14 20:59:59.999000064+08:00  1.316036e+06   \n",
      "9998  299309468.0 2024-03-14 21:59:59.999000064+08:00  3.581887e+06   \n",
      "9999  266799926.0 2024-03-14 22:59:59.999000064+08:00  3.236480e+06   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0        1293.0                   49790756.0                  2.626328e+05   \n",
      "1        2477.0                   56978324.0                  3.043917e+05   \n",
      "2        2067.0                   44012057.0                  2.372106e+05   \n",
      "3        1646.0                   34370997.0                  1.849120e+05   \n",
      "4        1772.0                   53192998.0                  2.871049e+05   \n",
      "...         ...                          ...                           ...   \n",
      "9995     5264.0                   37249103.0                  4.632903e+05   \n",
      "9996     9266.0                   65628008.0                  8.037826e+05   \n",
      "9997     8132.0                   53588015.0                  6.571281e+05   \n",
      "9998    15600.0                  154765220.0                  1.852338e+06   \n",
      "9999    13808.0                  120753664.0                  1.465492e+06   \n",
      "\n",
      "        symbol  \n",
      "0     STMXUSDT  \n",
      "1     STMXUSDT  \n",
      "2     STMXUSDT  \n",
      "3     STMXUSDT  \n",
      "4     STMXUSDT  \n",
      "...        ...  \n",
      "9995  STMXUSDT  \n",
      "9996  STMXUSDT  \n",
      "9997  STMXUSDT  \n",
      "9998  STMXUSDT  \n",
      "9999  STMXUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'APEUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  5.5200  5.5610  5.4890  5.5410  1424324.0   \n",
      "1    2023-01-23 08:00:00+08:00  5.5400  5.6420  5.5280  5.6150  2126413.0   \n",
      "2    2023-01-23 09:00:00+08:00  5.6150  5.7470  5.6140  5.6630  2142684.0   \n",
      "3    2023-01-23 10:00:00+08:00  5.6630  5.7260  5.6630  5.7150  1206905.0   \n",
      "4    2023-01-23 11:00:00+08:00  5.7150  5.7490  5.6260  5.6430  1913355.0   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  2.3527  2.3630  2.3390  2.3482  2384448.0   \n",
      "9996 2024-03-14 19:00:00+08:00  2.3482  2.3553  2.3100  2.3438  3129268.0   \n",
      "9997 2024-03-14 20:00:00+08:00  2.3438  2.3549  2.3124  2.3318  3149009.0   \n",
      "9998 2024-03-14 21:00:00+08:00  2.3321  2.3400  2.2323  2.2643  7932815.0   \n",
      "9999 2024-03-14 22:00:00+08:00  2.2643  2.3192  2.2625  2.2967  5095492.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  7.864277e+06    17615.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.188672e+07    28515.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.218507e+07    30849.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  6.882799e+06    15281.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.087451e+07    22681.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  5.607034e+06    29485.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  7.296817e+06    36718.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  7.337797e+06    37085.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  1.807439e+07    89111.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  1.167223e+07    59791.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                        722733.0                  3.991636e+06  APEUSDT  \n",
      "1                       1108283.0                  6.197407e+06  APEUSDT  \n",
      "2                       1089521.0                  6.196517e+06  APEUSDT  \n",
      "3                        593671.0                  3.385660e+06  APEUSDT  \n",
      "4                        823810.0                  4.684036e+06  APEUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                    1223703.0                  2.878444e+06  APEUSDT  \n",
      "9996                    1311722.0                  3.059520e+06  APEUSDT  \n",
      "9997                    1575403.0                  3.670359e+06  APEUSDT  \n",
      "9998                    3503233.0                  7.981659e+06  APEUSDT  \n",
      "9999                    2530232.0                  5.796978e+06  APEUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'LOOMUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-10-11 22:00:00+08:00  0.17160  0.19270  0.17160  0.18530   \n",
      "1    2023-10-11 23:00:00+08:00  0.18530  0.19010  0.18260  0.18610   \n",
      "2    2023-10-12 00:00:00+08:00  0.18610  0.19390  0.18260  0.18820   \n",
      "3    2023-10-12 01:00:00+08:00  0.18830  0.19500  0.18790  0.18960   \n",
      "4    2023-10-12 02:00:00+08:00  0.18950  0.19370  0.18710  0.19260   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "3716 2024-03-14 18:00:00+08:00  0.13271  0.13289  0.13095  0.13135   \n",
      "3717 2024-03-14 19:00:00+08:00  0.13133  0.13157  0.12835  0.13017   \n",
      "3718 2024-03-14 20:00:00+08:00  0.13019  0.13163  0.12861  0.12967   \n",
      "3719 2024-03-14 21:00:00+08:00  0.12964  0.13010  0.12279  0.12524   \n",
      "3720 2024-03-14 22:00:00+08:00  0.12526  0.12870  0.12520  0.12696   \n",
      "\n",
      "           volume                          close_time  quote_volume  \\\n",
      "0     184389184.0 2023-10-11 22:59:59.999000064+08:00  3.395999e+07   \n",
      "1     229476440.0 2023-10-11 23:59:59.999000064+08:00  4.279812e+07   \n",
      "2     179395949.0 2023-10-12 00:59:59.999000064+08:00  3.369278e+07   \n",
      "3      84021144.0 2023-10-12 01:59:59.999000064+08:00  1.610243e+07   \n",
      "4      58232438.0 2023-10-12 02:59:59.999000064+08:00  1.108541e+07   \n",
      "...           ...                                 ...           ...   \n",
      "3716   11054631.0 2024-03-14 18:59:59.999000064+08:00  1.458639e+06   \n",
      "3717   31254141.0 2024-03-14 19:59:59.999000064+08:00  4.055088e+06   \n",
      "3718   17774508.0 2024-03-14 20:59:59.999000064+08:00  2.311192e+06   \n",
      "3719   62787836.0 2024-03-14 21:59:59.999000064+08:00  7.912998e+06   \n",
      "3720   39315018.0 2024-03-14 22:59:59.999000064+08:00  4.988970e+06   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0       89408.0                   94892806.0                  1.748899e+07   \n",
      "1      136677.0                  122645793.0                  2.289049e+07   \n",
      "2      115072.0                   90411974.0                  1.699544e+07   \n",
      "3       70756.0                   42144981.0                  8.081716e+06   \n",
      "4       52600.0                   29598533.0                  5.636249e+06   \n",
      "...         ...                          ...                           ...   \n",
      "3716    10928.0                    4546873.0                  6.001391e+05   \n",
      "3717    28492.0                   14513364.0                  1.883842e+06   \n",
      "3718    18797.0                    8207346.0                  1.068283e+06   \n",
      "3719    51591.0                   28123170.0                  3.546515e+06   \n",
      "3720    38514.0                   20153774.0                  2.557571e+06   \n",
      "\n",
      "        symbol  \n",
      "0     LOOMUSDT  \n",
      "1     LOOMUSDT  \n",
      "2     LOOMUSDT  \n",
      "3     LOOMUSDT  \n",
      "4     LOOMUSDT  \n",
      "...        ...  \n",
      "3716  LOOMUSDT  \n",
      "3717  LOOMUSDT  \n",
      "3718  LOOMUSDT  \n",
      "3719  LOOMUSDT  \n",
      "3720  LOOMUSDT  \n",
      "\n",
      "[3721 rows x 12 columns], 'NEOUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00   7.991   8.039   7.982   8.003  118875.83   \n",
      "1    2023-01-23 08:00:00+08:00   8.004   8.180   8.003   8.087  198400.14   \n",
      "2    2023-01-23 09:00:00+08:00   8.087   8.175   8.065   8.069  124011.45   \n",
      "3    2023-01-23 10:00:00+08:00   8.071   8.122   8.045   8.084   87435.67   \n",
      "4    2023-01-23 11:00:00+08:00   8.083   8.098   8.003   8.025   75828.29   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  18.173  18.186  17.817  17.879  101747.40   \n",
      "9996 2024-03-14 19:00:00+08:00  17.879  17.887  17.461  17.659  239999.85   \n",
      "9997 2024-03-14 20:00:00+08:00  17.660  17.768  17.432  17.537  152048.29   \n",
      "9998 2024-03-14 21:00:00+08:00  17.536  17.591  16.750  17.003  372171.60   \n",
      "9999 2024-03-14 22:00:00+08:00  17.003  17.252  16.974  17.107  282114.76   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  9.523868e+05     4761.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.606245e+06     7669.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.008020e+06     4793.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  7.064585e+05     4060.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  6.102701e+05     3920.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  1.835579e+06    13221.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  4.227267e+06    24548.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  2.673803e+06    18252.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  6.371682e+06    39809.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  4.825508e+06    28030.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                        54694.68                  4.381966e+05  NEOUSDT  \n",
      "1                        91733.56                  7.424493e+05  NEOUSDT  \n",
      "2                        52518.46                  4.268944e+05  NEOUSDT  \n",
      "3                        46493.21                  3.756466e+05  NEOUSDT  \n",
      "4                        35278.15                  2.838653e+05  NEOUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                     48779.46                  8.796304e+05  NEOUSDT  \n",
      "9996                    123254.34                  2.170225e+06  NEOUSDT  \n",
      "9997                     72435.13                  1.273787e+06  NEOUSDT  \n",
      "9998                    181189.96                  3.101428e+06  NEOUSDT  \n",
      "9999                    147330.87                  2.520431e+06  NEOUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'DYMUSDT':             candle_begin_time   open   high    low  close     volume  \\\n",
      "0   2024-02-07 15:00:00+08:00  5.244  5.283  5.070  5.108  1148291.5   \n",
      "1   2024-02-07 16:00:00+08:00  5.107  5.120  4.895  5.039  1572898.4   \n",
      "2   2024-02-07 17:00:00+08:00  5.038  5.255  4.960  5.189  1619604.4   \n",
      "3   2024-02-07 18:00:00+08:00  5.187  5.654  5.126  5.600  4559235.7   \n",
      "4   2024-02-07 19:00:00+08:00  5.601  5.994  5.454  5.853  6957520.9   \n",
      "..                        ...    ...    ...    ...    ...        ...   \n",
      "867 2024-03-14 18:00:00+08:00  6.786  6.806  6.683  6.705   446913.2   \n",
      "868 2024-03-14 19:00:00+08:00  6.704  6.715  6.606  6.674   637499.9   \n",
      "869 2024-03-14 20:00:00+08:00  6.674  6.712  6.570  6.618   920150.1   \n",
      "870 2024-03-14 21:00:00+08:00  6.617  6.641  6.347  6.480  1480531.1   \n",
      "871 2024-03-14 22:00:00+08:00  6.480  6.619  6.467  6.541  1003255.7   \n",
      "\n",
      "                             close_time  quote_volume  trade_num  \\\n",
      "0   2024-02-07 15:59:59.999000064+08:00  5.914177e+06    29755.0   \n",
      "1   2024-02-07 16:59:59.999000064+08:00  7.920212e+06    34096.0   \n",
      "2   2024-02-07 17:59:59.999000064+08:00  8.231954e+06    37228.0   \n",
      "3   2024-02-07 18:59:59.999000064+08:00  2.477608e+07   108323.0   \n",
      "4   2024-02-07 19:59:59.999000064+08:00  4.009428e+07   146125.0   \n",
      "..                                  ...           ...        ...   \n",
      "867 2024-03-14 18:59:59.999000064+08:00  3.012074e+06    14558.0   \n",
      "868 2024-03-14 19:59:59.999000064+08:00  4.239949e+06    19650.0   \n",
      "869 2024-03-14 20:59:59.999000064+08:00  6.106690e+06    23736.0   \n",
      "870 2024-03-14 21:59:59.999000064+08:00  9.611648e+06    40383.0   \n",
      "871 2024-03-14 22:59:59.999000064+08:00  6.563337e+06    31919.0   \n",
      "\n",
      "     taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       581472.8                  2.993551e+06  DYMUSDT  \n",
      "1                       792344.6                  3.991046e+06  DYMUSDT  \n",
      "2                       875355.8                  4.449819e+06  DYMUSDT  \n",
      "3                      2433726.5                  1.322529e+07  DYMUSDT  \n",
      "4                      3559992.7                  2.051434e+07  DYMUSDT  \n",
      "..                           ...                           ...      ...  \n",
      "867                     191737.4                  1.292966e+06  DYMUSDT  \n",
      "868                     305411.6                  2.031936e+06  DYMUSDT  \n",
      "869                     418750.6                  2.781341e+06  DYMUSDT  \n",
      "870                     605645.0                  3.935474e+06  DYMUSDT  \n",
      "871                     470949.6                  3.082904e+06  DYMUSDT  \n",
      "\n",
      "[872 rows x 12 columns], 'DENTUSDT':              candle_begin_time      open      high       low     close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.000884  0.000891  0.000882  0.000886   \n",
      "1    2023-01-23 08:00:00+08:00  0.000886  0.000899  0.000885  0.000894   \n",
      "2    2023-01-23 09:00:00+08:00  0.000894  0.000905  0.000893  0.000894   \n",
      "3    2023-01-23 10:00:00+08:00  0.000894  0.000903  0.000894  0.000900   \n",
      "4    2023-01-23 11:00:00+08:00  0.000900  0.000901  0.000888  0.000889   \n",
      "...                        ...       ...       ...       ...       ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.002244  0.002244  0.002202  0.002208   \n",
      "9996 2024-03-14 19:00:00+08:00  0.002208  0.002212  0.002172  0.002200   \n",
      "9997 2024-03-14 20:00:00+08:00  0.002200  0.002213  0.002177  0.002190   \n",
      "9998 2024-03-14 21:00:00+08:00  0.002191  0.002194  0.002106  0.002137   \n",
      "9999 2024-03-14 22:00:00+08:00  0.002136  0.002182  0.002136  0.002158   \n",
      "\n",
      "           volume                          close_time  quote_volume  \\\n",
      "0     503060282.0 2023-01-23 07:59:59.999000064+08:00  4.459742e+05   \n",
      "1     784532101.0 2023-01-23 08:59:59.999000064+08:00  7.001103e+05   \n",
      "2     407485375.0 2023-01-23 09:59:59.999000064+08:00  3.665180e+05   \n",
      "3     233649204.0 2023-01-23 10:59:59.999000064+08:00  2.098131e+05   \n",
      "4     355668340.0 2023-01-23 11:59:59.999000064+08:00  3.184010e+05   \n",
      "...           ...                                 ...           ...   \n",
      "9995  253384646.0 2024-03-14 18:59:59.999000064+08:00  5.635184e+05   \n",
      "9996  311756324.0 2024-03-14 19:59:59.999000064+08:00  6.835011e+05   \n",
      "9997  378341705.0 2024-03-14 20:59:59.999000064+08:00  8.299090e+05   \n",
      "9998  820685162.0 2024-03-14 21:59:59.999000064+08:00  1.762928e+06   \n",
      "9999  409248604.0 2024-03-14 22:59:59.999000064+08:00  8.832810e+05   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0        2601.0                  268913718.0                 238439.643240   \n",
      "1        3269.0                  403207773.0                 359754.580677   \n",
      "2        2227.0                  183814896.0                 165404.820046   \n",
      "3        1572.0                  103342468.0                  92809.929185   \n",
      "4        2339.0                  169424892.0                 151680.537767   \n",
      "...         ...                          ...                           ...   \n",
      "9995     3777.0                  107186606.0                 238471.019859   \n",
      "9996     5622.0                  137541618.0                 301517.358046   \n",
      "9997     5194.0                  190351788.0                 417385.231515   \n",
      "9998    12595.0                  390822558.0                 839821.118020   \n",
      "9999     7609.0                  196022991.0                 422858.559417   \n",
      "\n",
      "        symbol  \n",
      "0     DENTUSDT  \n",
      "1     DENTUSDT  \n",
      "2     DENTUSDT  \n",
      "3     DENTUSDT  \n",
      "4     DENTUSDT  \n",
      "...        ...  \n",
      "9995  DENTUSDT  \n",
      "9996  DENTUSDT  \n",
      "9997  DENTUSDT  \n",
      "9998  DENTUSDT  \n",
      "9999  DENTUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'ATOMUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  13.272  13.354  13.212  13.327   249671.82   \n",
      "1    2023-01-23 08:00:00+08:00  13.327  13.487  13.288  13.322   418627.59   \n",
      "2    2023-01-23 09:00:00+08:00  13.323  13.486  13.323  13.345   243634.90   \n",
      "3    2023-01-23 10:00:00+08:00  13.347  13.551  13.343  13.502   297782.04   \n",
      "4    2023-01-23 11:00:00+08:00  13.503  13.577  13.400  13.402   311394.80   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "9995 2024-03-14 18:00:00+08:00  14.214  14.303  13.946  14.020  1385085.69   \n",
      "9996 2024-03-14 19:00:00+08:00  14.020  14.079  13.760  14.014  1003663.48   \n",
      "9997 2024-03-14 20:00:00+08:00  14.014  14.104  13.822  13.894   890879.24   \n",
      "9998 2024-03-14 21:00:00+08:00  13.895  13.959  13.317  13.500  2103893.57   \n",
      "9999 2024-03-14 22:00:00+08:00  13.503  13.867  13.468  13.730  2177993.38   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  3.319331e+06    13236.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  5.606749e+06    20628.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  3.269528e+06    12241.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  4.002150e+06    12655.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  4.204885e+06    14188.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  1.955865e+07    54262.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.395655e+07    48978.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  1.242424e+07    44829.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  2.861417e+07    92910.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  2.981856e+07    93196.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                       126581.06                  1.683184e+06  ATOMUSDT  \n",
      "1                       208952.13                  2.798888e+06  ATOMUSDT  \n",
      "2                       118005.10                  1.583543e+06  ATOMUSDT  \n",
      "3                       159024.80                  2.137489e+06  ATOMUSDT  \n",
      "4                       162136.19                  2.190120e+06  ATOMUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9995                    631785.53                  8.924821e+06  ATOMUSDT  \n",
      "9996                    457852.93                  6.367222e+06  ATOMUSDT  \n",
      "9997                    408264.86                  5.692569e+06  ATOMUSDT  \n",
      "9998                   1013760.88                  1.379180e+07  ATOMUSDT  \n",
      "9999                   1124398.98                  1.539293e+07  ATOMUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'OGNUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.1191  0.1202  0.1186  0.1197   3762765.0   \n",
      "1    2023-01-23 08:00:00+08:00  0.1197  0.1222  0.1196  0.1214   6514570.0   \n",
      "2    2023-01-23 09:00:00+08:00  0.1214  0.1233  0.1213  0.1217   4129857.0   \n",
      "3    2023-01-23 10:00:00+08:00  0.1218  0.1233  0.1216  0.1227   2307988.0   \n",
      "4    2023-01-23 11:00:00+08:00  0.1228  0.1231  0.1214  0.1214   2700751.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.2449  0.2455  0.2418  0.2426   3074124.0   \n",
      "9996 2024-03-14 19:00:00+08:00  0.2426  0.2430  0.2385  0.2428   4191896.0   \n",
      "9997 2024-03-14 20:00:00+08:00  0.2428  0.2444  0.2403  0.2415   2536932.0   \n",
      "9998 2024-03-14 21:00:00+08:00  0.2414  0.2422  0.2294  0.2336  10347768.0   \n",
      "9999 2024-03-14 22:00:00+08:00  0.2335  0.2391  0.2334  0.2376   9114409.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  4.491178e+05     2257.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  7.894385e+05     3549.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  5.057821e+05     2663.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  2.826937e+05     1662.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  3.302173e+05     2182.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  7.499945e+05     4708.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.010989e+06     7256.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  6.137612e+05     4798.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  2.434234e+06    14899.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  2.154962e+06    14179.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       1886019.0                  2.251102e+05  OGNUSDT  \n",
      "1                       3932446.0                  4.764579e+05  OGNUSDT  \n",
      "2                       1961471.0                  2.403339e+05  OGNUSDT  \n",
      "3                       1148224.0                  1.406334e+05  OGNUSDT  \n",
      "4                       1326154.0                  1.622696e+05  OGNUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                    1686257.0                  4.115617e+05  OGNUSDT  \n",
      "9996                    1742626.0                  4.206057e+05  OGNUSDT  \n",
      "9997                    1301916.0                  3.149453e+05  OGNUSDT  \n",
      "9998                    4306483.0                  1.012361e+06  OGNUSDT  \n",
      "9999                    5048070.0                  1.194406e+06  OGNUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'BNBUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  301.83  303.42  301.34  303.19   40200.54   \n",
      "1    2023-01-23 08:00:00+08:00  303.19  306.79  303.05  305.19   87836.47   \n",
      "2    2023-01-23 09:00:00+08:00  305.20  307.40  304.86  304.96   63417.62   \n",
      "3    2023-01-23 10:00:00+08:00  304.96  308.24  304.96  307.51   67791.46   \n",
      "4    2023-01-23 11:00:00+08:00  307.50  307.89  303.61  304.23   64038.99   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  611.26  614.13  608.55  610.53   76165.47   \n",
      "9996 2024-03-14 19:00:00+08:00  610.53  610.99  603.26  606.35   98882.08   \n",
      "9997 2024-03-14 20:00:00+08:00  606.35  608.68  601.28  604.18   98615.49   \n",
      "9998 2024-03-14 21:00:00+08:00  604.19  606.44  586.98  593.95  274353.47   \n",
      "9999 2024-03-14 22:00:00+08:00  593.93  604.57  593.59  599.50  211478.86   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.216498e+07    18006.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  2.682976e+07    37926.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.941720e+07    26538.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  2.080376e+07    27784.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.957681e+07    27274.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  4.655702e+07    88907.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  6.002575e+07   112930.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  5.956222e+07   116533.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  1.631472e+08   297270.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  1.267315e+08   236490.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                        18851.14                  5.705118e+06  BNBUSDT  \n",
      "1                        44942.49                  1.372778e+07  BNBUSDT  \n",
      "2                        27923.09                  8.550563e+06  BNBUSDT  \n",
      "3                        39741.28                  1.219627e+07  BNBUSDT  \n",
      "4                        25656.81                  7.845810e+06  BNBUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                     36914.17                  2.256528e+07  BNBUSDT  \n",
      "9996                     46374.23                  2.815356e+07  BNBUSDT  \n",
      "9997                     46501.02                  2.808608e+07  BNBUSDT  \n",
      "9998                    128923.81                  7.666006e+07  BNBUSDT  \n",
      "9999                    104583.46                  6.267550e+07  BNBUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'TLMUSDT':              candle_begin_time      open      high       low     close  \\\n",
      "0    2023-03-30 20:00:00+08:00  0.020730  0.021480  0.019610  0.019740   \n",
      "1    2023-03-30 21:00:00+08:00  0.019760  0.019760  0.019400  0.019530   \n",
      "2    2023-03-30 22:00:00+08:00  0.019530  0.019580  0.019440  0.019550   \n",
      "3    2023-03-30 23:00:00+08:00  0.019550  0.019650  0.019400  0.019480   \n",
      "4    2023-03-31 00:00:00+08:00  0.019480  0.019640  0.019280  0.019610   \n",
      "...                        ...       ...       ...       ...       ...   \n",
      "8398 2024-03-14 18:00:00+08:00  0.030076  0.030142  0.029557  0.029660   \n",
      "8399 2024-03-14 19:00:00+08:00  0.029656  0.029753  0.029068  0.029566   \n",
      "8400 2024-03-14 20:00:00+08:00  0.029563  0.029870  0.029180  0.029435   \n",
      "8401 2024-03-14 21:00:00+08:00  0.029445  0.029468  0.028001  0.028496   \n",
      "8402 2024-03-14 22:00:00+08:00  0.028498  0.028993  0.028429  0.028773   \n",
      "\n",
      "          volume                          close_time  quote_volume  trade_num  \\\n",
      "0     10074391.0 2023-03-30 20:59:59.999000064+08:00  1.998557e+05     1192.0   \n",
      "1     14003975.0 2023-03-30 21:59:59.999000064+08:00  2.744268e+05     1471.0   \n",
      "2      5775732.0 2023-03-30 22:59:59.999000064+08:00  1.126750e+05      904.0   \n",
      "3      6612892.0 2023-03-30 23:59:59.999000064+08:00  1.290715e+05     1133.0   \n",
      "4     10373873.0 2023-03-31 00:59:59.999000064+08:00  2.019376e+05     3714.0   \n",
      "...          ...                                 ...           ...        ...   \n",
      "8398  20962590.0 2024-03-14 18:59:59.999000064+08:00  6.254497e+05     7254.0   \n",
      "8399  38015647.0 2024-03-14 19:59:59.999000064+08:00  1.115328e+06    12367.0   \n",
      "8400  23348330.0 2024-03-14 20:59:59.999000064+08:00  6.902876e+05     9642.0   \n",
      "8401  69355556.0 2024-03-14 21:59:59.999000064+08:00  1.984563e+06    21113.0   \n",
      "8402  38211133.0 2024-03-14 22:59:59.999000064+08:00  1.096800e+06    14485.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       5812700.0                 115725.312360  TLMUSDT  \n",
      "1                       5409989.0                 106135.782140  TLMUSDT  \n",
      "2                       2989827.0                  58361.436930  TLMUSDT  \n",
      "3                       2595835.0                  50691.395380  TLMUSDT  \n",
      "4                       4985562.0                  97142.976050  TLMUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "8398                   10024021.0                 299151.162760  TLMUSDT  \n",
      "8399                   15421997.0                 452795.359606  TLMUSDT  \n",
      "8400                   14180307.0                 419802.000971  TLMUSDT  \n",
      "8401                   31098467.0                 889715.984213  TLMUSDT  \n",
      "8402                   20062644.0                 576262.825552  TLMUSDT  \n",
      "\n",
      "[8403 rows x 12 columns], 'BTCDOMUSDT':              candle_begin_time    open    high     low   close   volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  1402.7  1405.6  1402.3  1403.1  115.767   \n",
      "1    2023-01-23 08:00:00+08:00  1403.0  1403.1  1394.5  1397.2  101.223   \n",
      "2    2023-01-23 09:00:00+08:00  1397.1  1397.1  1390.6  1392.5  231.433   \n",
      "3    2023-01-23 10:00:00+08:00  1392.4  1392.5  1388.4  1389.4  113.941   \n",
      "4    2023-01-23 11:00:00+08:00  1389.5  1395.0  1389.1  1394.9   73.470   \n",
      "...                        ...     ...     ...     ...     ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  2187.1  2190.1  2182.3  2189.9  118.255   \n",
      "9996 2024-03-14 19:00:00+08:00  2189.8  2199.1  2188.1  2193.3   58.721   \n",
      "9997 2024-03-14 20:00:00+08:00  2193.8  2202.1  2191.2  2198.1   75.377   \n",
      "9998 2024-03-14 21:00:00+08:00  2198.2  2220.5  2194.8  2213.5  294.887   \n",
      "9999 2024-03-14 22:00:00+08:00  2213.3  2214.2  2197.1  2198.5  118.277   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00   162569.0359      768.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00   141573.8131      844.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00   322301.3514     1899.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00   158422.1709      589.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00   102288.0317      594.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00   258424.2820     1054.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00   128894.6197     1100.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00   165618.9426     1221.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00   651201.9671     3271.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00   260857.7172     1826.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume      symbol  \n",
      "0                          64.386                    90434.7596  BTCDOMUSDT  \n",
      "1                          45.372                    63473.8537  BTCDOMUSDT  \n",
      "2                         115.773                   161236.5031  BTCDOMUSDT  \n",
      "3                          20.887                    29059.9521  BTCDOMUSDT  \n",
      "4                          56.299                    78393.7463  BTCDOMUSDT  \n",
      "...                           ...                           ...         ...  \n",
      "9995                       24.859                    54365.8846  BTCDOMUSDT  \n",
      "9996                       32.028                    70313.1028  BTCDOMUSDT  \n",
      "9997                       39.434                    86671.9916  BTCDOMUSDT  \n",
      "9998                      186.978                   413225.0715  BTCDOMUSDT  \n",
      "9999                       45.318                    99968.5985  BTCDOMUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], '1000XECUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.03015  0.03039  0.03010  0.03037   \n",
      "1    2023-01-23 08:00:00+08:00  0.03037  0.03218  0.03037  0.03132   \n",
      "2    2023-01-23 09:00:00+08:00  0.03130  0.03154  0.03113  0.03137   \n",
      "3    2023-01-23 10:00:00+08:00  0.03138  0.03266  0.03131  0.03212   \n",
      "4    2023-01-23 11:00:00+08:00  0.03211  0.03232  0.03167  0.03202   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.06746  0.06748  0.06569  0.06593   \n",
      "9996 2024-03-14 19:00:00+08:00  0.06592  0.06618  0.06503  0.06590   \n",
      "9997 2024-03-14 20:00:00+08:00  0.06591  0.06630  0.06503  0.06585   \n",
      "9998 2024-03-14 21:00:00+08:00  0.06584  0.06644  0.06286  0.06381   \n",
      "9999 2024-03-14 22:00:00+08:00  0.06380  0.06492  0.06361  0.06398   \n",
      "\n",
      "           volume                          close_time  quote_volume  \\\n",
      "0       8289755.0 2023-01-23 07:59:59.999000064+08:00  2.507241e+05   \n",
      "1     101600807.0 2023-01-23 08:59:59.999000064+08:00  3.194547e+06   \n",
      "2      31074434.0 2023-01-23 09:59:59.999000064+08:00  9.739823e+05   \n",
      "3      31805323.0 2023-01-23 10:59:59.999000064+08:00  1.020718e+06   \n",
      "4      17005359.0 2023-01-23 11:59:59.999000064+08:00  5.439383e+05   \n",
      "...           ...                                 ...           ...   \n",
      "9995   28775740.0 2024-03-14 18:59:59.999000064+08:00  1.914883e+06   \n",
      "9996   32855733.0 2024-03-14 19:59:59.999000064+08:00  2.154031e+06   \n",
      "9997   18056369.0 2024-03-14 20:59:59.999000064+08:00  1.183980e+06   \n",
      "9998   76434993.0 2024-03-14 21:59:59.999000064+08:00  4.911644e+06   \n",
      "9999   40854046.0 2024-03-14 22:59:59.999000064+08:00  2.621982e+06   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0        2046.0                    4660941.0                  1.409894e+05   \n",
      "1       15767.0                   53349309.0                  1.677573e+06   \n",
      "2        5100.0                   13641844.0                  4.275100e+05   \n",
      "3        6134.0                   16646132.0                  5.339664e+05   \n",
      "4        3855.0                    8968235.0                  2.871019e+05   \n",
      "...         ...                          ...                           ...   \n",
      "9995    12925.0                   10501279.0                  6.989797e+05   \n",
      "9996    15008.0                   16017309.0                  1.050199e+06   \n",
      "9997    10551.0                    8935312.0                  5.859223e+05   \n",
      "9998    31722.0                   34294402.0                  2.205282e+06   \n",
      "9999    19787.0                   19942102.0                  1.279897e+06   \n",
      "\n",
      "           symbol  \n",
      "0     1000XECUSDT  \n",
      "1     1000XECUSDT  \n",
      "2     1000XECUSDT  \n",
      "3     1000XECUSDT  \n",
      "4     1000XECUSDT  \n",
      "...           ...  \n",
      "9995  1000XECUSDT  \n",
      "9996  1000XECUSDT  \n",
      "9997  1000XECUSDT  \n",
      "9998  1000XECUSDT  \n",
      "9999  1000XECUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'MANTAUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2024-01-18 22:00:00+08:00  2.4980  2.4980  2.0870  2.2450  28727266.8   \n",
      "1    2024-01-18 23:00:00+08:00  2.2450  2.3145  2.0900  2.1489  28983659.6   \n",
      "2    2024-01-19 00:00:00+08:00  2.1488  2.1845  2.0310  2.0600  25586197.6   \n",
      "3    2024-01-19 01:00:00+08:00  2.0593  2.2270  2.0538  2.1434  26908536.7   \n",
      "4    2024-01-19 02:00:00+08:00  2.1434  2.2050  2.1000  2.1738  14758013.2   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "1340 2024-03-14 18:00:00+08:00  3.6452  3.6523  3.6052  3.6199   1257371.7   \n",
      "1341 2024-03-14 19:00:00+08:00  3.6200  3.6232  3.5681  3.6129   2188021.6   \n",
      "1342 2024-03-14 20:00:00+08:00  3.6127  3.6216  3.5600  3.5781   1727288.5   \n",
      "1343 2024-03-14 21:00:00+08:00  3.5782  3.5833  3.4012  3.5022   6988976.1   \n",
      "1344 2024-03-14 22:00:00+08:00  3.5019  3.5745  3.5000  3.5405   4202625.5   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2024-01-18 22:59:59.999000064+08:00  6.437446e+07   200073.0   \n",
      "1    2024-01-18 23:59:59.999000064+08:00  6.380551e+07   250749.0   \n",
      "2    2024-01-19 00:59:59.999000064+08:00  5.398620e+07   295057.0   \n",
      "3    2024-01-19 01:59:59.999000064+08:00  5.770862e+07   353519.0   \n",
      "4    2024-01-19 02:59:59.999000064+08:00  3.186405e+07   271260.0   \n",
      "...                                  ...           ...        ...   \n",
      "1340 2024-03-14 18:59:59.999000064+08:00  4.553594e+06    26214.0   \n",
      "1341 2024-03-14 19:59:59.999000064+08:00  7.864529e+06    40124.0   \n",
      "1342 2024-03-14 20:59:59.999000064+08:00  6.193621e+06    34400.0   \n",
      "1343 2024-03-14 21:59:59.999000064+08:00  2.435202e+07   113299.0   \n",
      "1344 2024-03-14 22:59:59.999000064+08:00  1.483976e+07    80238.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume     symbol  \n",
      "0                      14274445.2                  3.201054e+07  MANTAUSDT  \n",
      "1                      14082534.3                  3.102266e+07  MANTAUSDT  \n",
      "2                      12631764.2                  2.667804e+07  MANTAUSDT  \n",
      "3                      14040971.8                  3.011720e+07  MANTAUSDT  \n",
      "4                       7617016.5                  1.645501e+07  MANTAUSDT  \n",
      "...                           ...                           ...        ...  \n",
      "1340                     598053.3                  2.166224e+06  MANTAUSDT  \n",
      "1341                     958658.5                  3.447374e+06  MANTAUSDT  \n",
      "1342                     771371.3                  2.767059e+06  MANTAUSDT  \n",
      "1343                    3109511.7                  1.083330e+07  MANTAUSDT  \n",
      "1344                    2076162.1                  7.333239e+06  MANTAUSDT  \n",
      "\n",
      "[1345 rows x 12 columns], 'KLAYUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.2050  0.2060  0.2041  0.2050   3306067.6   \n",
      "1    2023-01-23 08:00:00+08:00  0.2052  0.2059  0.2042  0.2047   4616438.2   \n",
      "2    2023-01-23 09:00:00+08:00  0.2047  0.2087  0.2047  0.2069   6378220.5   \n",
      "3    2023-01-23 10:00:00+08:00  0.2070  0.2090  0.2067  0.2085   3915319.0   \n",
      "4    2023-01-23 11:00:00+08:00  0.2085  0.2096  0.2068  0.2081   3083409.2   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.3081  0.3138  0.3072  0.3078   7714571.5   \n",
      "9996 2024-03-14 19:00:00+08:00  0.3077  0.3091  0.3023  0.3055   8300162.3   \n",
      "9997 2024-03-14 20:00:00+08:00  0.3055  0.3122  0.3038  0.3061  11224586.1   \n",
      "9998 2024-03-14 21:00:00+08:00  0.3061  0.3069  0.2882  0.2937  23713792.3   \n",
      "9999 2024-03-14 22:00:00+08:00  0.2936  0.3030  0.2934  0.2982  12099609.4   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  6.780933e+05     2738.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  9.472135e+05     4183.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.322255e+06     4859.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  8.144625e+05     3152.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  6.421015e+05     2817.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  2.390260e+06    11904.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  2.536692e+06    12153.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  3.463509e+06    16664.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  7.026927e+06    30800.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  3.607980e+06    19251.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                       1882792.3                  3.861800e+05  KLAYUSDT  \n",
      "1                       2110176.9                  4.330366e+05  KLAYUSDT  \n",
      "2                       3283127.0                  6.806104e+05  KLAYUSDT  \n",
      "3                       2036044.9                  4.237504e+05  KLAYUSDT  \n",
      "4                       1588003.1                  3.307056e+05  KLAYUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9995                    3414965.9                  1.058702e+06  KLAYUSDT  \n",
      "9996                    3407975.6                  1.041816e+06  KLAYUSDT  \n",
      "9997                    5455103.5                  1.682905e+06  KLAYUSDT  \n",
      "9998                   10199849.1                  3.025201e+06  KLAYUSDT  \n",
      "9999                    6604594.7                  1.968751e+06  KLAYUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'XMRUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  176.18  177.15  175.62  176.92   4641.379   \n",
      "1    2023-01-23 08:00:00+08:00  176.92  178.55  176.41  178.22   8071.669   \n",
      "2    2023-01-23 09:00:00+08:00  178.20  180.19  178.20  179.00   8058.959   \n",
      "3    2023-01-23 10:00:00+08:00  179.06  180.11  179.03  179.44   4897.046   \n",
      "4    2023-01-23 11:00:00+08:00  179.45  179.74  178.19  178.31   6005.569   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  150.56  151.12  149.83  150.06   3497.539   \n",
      "9996 2024-03-14 19:00:00+08:00  150.04  150.65  148.66  148.79   5851.899   \n",
      "9997 2024-03-14 20:00:00+08:00  148.77  149.59  147.50  148.25   7233.434   \n",
      "9998 2024-03-14 21:00:00+08:00  148.24  148.57  143.89  144.34  17489.926   \n",
      "9999 2024-03-14 22:00:00+08:00  144.33  146.50  144.05  145.30  13704.936   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  8.189826e+05     5113.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.432600e+06     7816.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.445769e+06     7622.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  8.792499e+05     5228.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.074052e+06     5530.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  5.268498e+05     6506.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  8.761360e+05     9192.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  1.071914e+06    10416.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  2.552768e+06    20779.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  1.990627e+06    19291.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                        2832.046                  4.999704e+05  XMRUSDT  \n",
      "1                        4035.009                  7.162771e+05  XMRUSDT  \n",
      "2                        4722.945                  8.469090e+05  XMRUSDT  \n",
      "3                        2281.978                  4.097713e+05  XMRUSDT  \n",
      "4                        2067.249                  3.698444e+05  XMRUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                     1545.719                  2.328312e+05  XMRUSDT  \n",
      "9996                     2987.543                  4.473953e+05  XMRUSDT  \n",
      "9997                     3708.963                  5.495251e+05  XMRUSDT  \n",
      "9998                     8270.680                  1.207131e+06  XMRUSDT  \n",
      "9999                     6904.619                  1.003086e+06  XMRUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'ONDOUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2024-01-20 21:00:00+08:00  0.2260  0.2260  0.1714  0.1932  29740294.0   \n",
      "1    2024-01-20 22:00:00+08:00  0.1935  0.2019  0.1844  0.1962  26170102.0   \n",
      "2    2024-01-20 23:00:00+08:00  0.1960  0.2032  0.1879  0.1950  23408561.0   \n",
      "3    2024-01-21 00:00:00+08:00  0.1950  0.1967  0.1913  0.1942   6568806.0   \n",
      "4    2024-01-21 01:00:00+08:00  0.1944  0.1972  0.1920  0.1944   4328476.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "1293 2024-03-14 18:00:00+08:00  0.5428  0.5524  0.5392  0.5511   7436917.4   \n",
      "1294 2024-03-14 19:00:00+08:00  0.5511  0.5521  0.5403  0.5458   7762318.0   \n",
      "1295 2024-03-14 20:00:00+08:00  0.5457  0.5496  0.5364  0.5424   8099570.8   \n",
      "1296 2024-03-14 21:00:00+08:00  0.5423  0.5426  0.5211  0.5286  20852175.7   \n",
      "1297 2024-03-14 22:00:00+08:00  0.5286  0.5426  0.5243  0.5326  16256695.7   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2024-01-20 21:59:59.999000064+08:00  5.956939e+06    30272.0   \n",
      "1    2024-01-20 22:59:59.999000064+08:00  5.104407e+06    35701.0   \n",
      "2    2024-01-20 23:59:59.999000064+08:00  4.573884e+06    28102.0   \n",
      "3    2024-01-21 00:59:59.999000064+08:00  1.275523e+06     7980.0   \n",
      "4    2024-01-21 01:59:59.999000064+08:00  8.435513e+05     5293.0   \n",
      "...                                  ...           ...        ...   \n",
      "1293 2024-03-14 18:59:59.999000064+08:00  4.057755e+06    17246.0   \n",
      "1294 2024-03-14 19:59:59.999000064+08:00  4.244826e+06    22992.0   \n",
      "1295 2024-03-14 20:59:59.999000064+08:00  4.382117e+06    20605.0   \n",
      "1296 2024-03-14 21:59:59.999000064+08:00  1.108251e+07    43686.0   \n",
      "1297 2024-03-14 22:59:59.999000064+08:00  8.663190e+06    39920.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                      14577275.0                  2.925524e+06  ONDOUSDT  \n",
      "1                      11233559.0                  2.194326e+06  ONDOUSDT  \n",
      "2                      10315378.0                  2.014308e+06  ONDOUSDT  \n",
      "3                       3285045.0                  6.383069e+05  ONDOUSDT  \n",
      "4                       2086957.0                  4.069089e+05  ONDOUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "1293                    3977423.3                  2.170899e+06  ONDOUSDT  \n",
      "1294                    3896550.1                  2.131197e+06  ONDOUSDT  \n",
      "1295                    3766655.0                  2.038466e+06  ONDOUSDT  \n",
      "1296                    9588877.7                  5.096445e+06  ONDOUSDT  \n",
      "1297                    7953891.7                  4.237566e+06  ONDOUSDT  \n",
      "\n",
      "[1298 rows x 12 columns], 'DOTUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00   6.185   6.214   6.165   6.206   857223.1   \n",
      "1    2023-01-23 08:00:00+08:00   6.206   6.304   6.197   6.274  1384592.1   \n",
      "2    2023-01-23 09:00:00+08:00   6.274   6.362   6.274   6.305  1171870.2   \n",
      "3    2023-01-23 10:00:00+08:00   6.306   6.375   6.304   6.355   776728.3   \n",
      "4    2023-01-23 11:00:00+08:00   6.355   6.367   6.283   6.293  1343258.4   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  11.897  11.910  11.652  11.726  3506933.7   \n",
      "9996 2024-03-14 19:00:00+08:00  11.726  11.741  11.477  11.714  3733183.8   \n",
      "9997 2024-03-14 20:00:00+08:00  11.714  11.786  11.492  11.577  2854496.9   \n",
      "9998 2024-03-14 21:00:00+08:00  11.577  11.673  11.061  11.251  5751722.7   \n",
      "9999 2024-03-14 22:00:00+08:00  11.251  11.544  11.226  11.436  5141797.4   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  5.311647e+06    12186.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  8.664631e+06    20959.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  7.416190e+06    18522.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  4.920371e+06    12023.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  8.487529e+06    15366.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  4.131512e+07    81489.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  4.326824e+07    88559.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  3.321509e+07    72077.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  6.517627e+07   137355.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  5.861718e+07   116893.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                        439878.4                  2.725805e+06  DOTUSDT  \n",
      "1                        682009.3                  4.268420e+06  DOTUSDT  \n",
      "2                        613955.3                  3.885681e+06  DOTUSDT  \n",
      "3                        392195.5                  2.484635e+06  DOTUSDT  \n",
      "4                        601289.5                  3.800636e+06  DOTUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                    1578010.3                  1.859240e+07  DOTUSDT  \n",
      "9996                    1835317.7                  2.127731e+07  DOTUSDT  \n",
      "9997                    1384757.7                  1.611037e+07  DOTUSDT  \n",
      "9998                    2710843.4                  3.073247e+07  DOTUSDT  \n",
      "9999                    2545137.3                  2.901671e+07  DOTUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'CAKEUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-11-02 20:00:00+08:00  1.6520  1.6733  1.5622  1.6617   3059033.0   \n",
      "1    2023-11-02 21:00:00+08:00  1.6615  1.7003  1.5333  1.5644  10680862.0   \n",
      "2    2023-11-02 22:00:00+08:00  1.5647  1.6111  1.5560  1.5950   3533765.0   \n",
      "3    2023-11-02 23:00:00+08:00  1.5955  1.6169  1.5024  1.5650   5798209.0   \n",
      "4    2023-11-03 00:00:00+08:00  1.5650  1.6000  1.5516  1.5820   2537191.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "3190 2024-03-14 18:00:00+08:00  4.8535  4.8991  4.8280  4.8845    808566.0   \n",
      "3191 2024-03-14 19:00:00+08:00  4.8843  4.8877  4.8023  4.8062   1295782.0   \n",
      "3192 2024-03-14 20:00:00+08:00  4.8065  4.8158  4.7030  4.7426   1473094.0   \n",
      "3193 2024-03-14 21:00:00+08:00  4.7438  4.8696  4.5867  4.6583   3611744.0   \n",
      "3194 2024-03-14 22:00:00+08:00  4.6560  4.8045  4.6517  4.7480   1467020.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-11-02 20:59:59.999000064+08:00  5.033010e+06    20041.0   \n",
      "1    2023-11-02 21:59:59.999000064+08:00  1.723582e+07    68282.0   \n",
      "2    2023-11-02 22:59:59.999000064+08:00  5.582786e+06    26749.0   \n",
      "3    2023-11-02 23:59:59.999000064+08:00  9.038485e+06    46361.0   \n",
      "4    2023-11-03 00:59:59.999000064+08:00  3.999126e+06    23518.0   \n",
      "...                                  ...           ...        ...   \n",
      "3190 2024-03-14 18:59:59.999000064+08:00  3.932502e+06    24948.0   \n",
      "3191 2024-03-14 19:59:59.999000064+08:00  6.284061e+06    36487.0   \n",
      "3192 2024-03-14 20:59:59.999000064+08:00  7.012116e+06    33268.0   \n",
      "3193 2024-03-14 21:59:59.999000064+08:00  1.709623e+07    78100.0   \n",
      "3194 2024-03-14 22:59:59.999000064+08:00  6.956597e+06    40375.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                       1347473.0                  2.218852e+06  CAKEUSDT  \n",
      "1                       5252694.0                  8.478492e+06  CAKEUSDT  \n",
      "2                       1874465.0                  2.962976e+06  CAKEUSDT  \n",
      "3                       2912291.0                  4.546889e+06  CAKEUSDT  \n",
      "4                       1300248.0                  2.050939e+06  CAKEUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "3190                     417857.0                  2.032150e+06  CAKEUSDT  \n",
      "3191                     546161.0                  2.649217e+06  CAKEUSDT  \n",
      "3192                     614123.0                  2.925148e+06  CAKEUSDT  \n",
      "3193                    1698238.0                  8.049895e+06  CAKEUSDT  \n",
      "3194                     757118.0                  3.591463e+06  CAKEUSDT  \n",
      "\n",
      "[3195 rows x 12 columns], 'C98USDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.2349  0.2366  0.2333  0.2349  3343513.0   \n",
      "1    2023-01-23 08:00:00+08:00  0.2348  0.2375  0.2329  0.2356  5386821.0   \n",
      "2    2023-01-23 09:00:00+08:00  0.2355  0.2405  0.2355  0.2373  3955797.0   \n",
      "3    2023-01-23 10:00:00+08:00  0.2373  0.2413  0.2373  0.2406  3033645.0   \n",
      "4    2023-01-23 11:00:00+08:00  0.2405  0.2438  0.2385  0.2388  4468259.0   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.4370  0.4410  0.4294  0.4301  2563196.0   \n",
      "9996 2024-03-14 19:00:00+08:00  0.4300  0.4308  0.4222  0.4265  4284623.0   \n",
      "9997 2024-03-14 20:00:00+08:00  0.4264  0.4297  0.4204  0.4231  2698732.0   \n",
      "9998 2024-03-14 21:00:00+08:00  0.4233  0.4254  0.4035  0.4099  7831569.0   \n",
      "9999 2024-03-14 22:00:00+08:00  0.4098  0.4190  0.4095  0.4156  7059608.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  7.858180e+05     4280.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.268483e+06     6514.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  9.444141e+05     5327.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  7.255325e+05     4280.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.078817e+06     5687.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  1.114667e+06     8265.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.824138e+06    11484.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  1.145355e+06     9294.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  3.235054e+06    19991.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  2.929198e+06    19578.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       1597931.0                  3.757128e+05  C98USDT  \n",
      "1                       2515460.0                  5.926199e+05  C98USDT  \n",
      "2                       1930466.0                  4.608201e+05  C98USDT  \n",
      "3                       1612754.0                  3.858943e+05  C98USDT  \n",
      "4                       2131027.0                  5.148525e+05  C98USDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                    1289941.0                  5.612479e+05  C98USDT  \n",
      "9996                    1862543.0                  7.932083e+05  C98USDT  \n",
      "9997                    1281957.0                  5.443278e+05  C98USDT  \n",
      "9998                    3380393.0                  1.396233e+06  C98USDT  \n",
      "9999                    3833071.0                  1.592028e+06  C98USDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'BALUSDT':              candle_begin_time   open   high    low  close    volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  6.828  6.860  6.802  6.842   63695.9   \n",
      "1    2023-01-23 08:00:00+08:00  6.842  7.014  6.841  6.965  144621.6   \n",
      "2    2023-01-23 09:00:00+08:00  6.963  7.037  6.956  6.969  100402.6   \n",
      "3    2023-01-23 10:00:00+08:00  6.969  7.000  6.942  6.981   57419.9   \n",
      "4    2023-01-23 11:00:00+08:00  6.978  6.993  6.903  6.909   62132.0   \n",
      "...                        ...    ...    ...    ...    ...       ...   \n",
      "9995 2024-03-14 18:00:00+08:00  5.979  5.987  5.896  5.915   62421.8   \n",
      "9996 2024-03-14 19:00:00+08:00  5.915  5.921  5.824  5.874   73766.9   \n",
      "9997 2024-03-14 20:00:00+08:00  5.873  5.909  5.827  5.859   80143.9   \n",
      "9998 2024-03-14 21:00:00+08:00  5.856  5.876  5.621  5.701  239054.7   \n",
      "9999 2024-03-14 22:00:00+08:00  5.701  5.804  5.701  5.752  132850.1   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  4.349095e+05     2617.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.003024e+06     5277.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  7.031101e+05     3890.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  4.002027e+05     2531.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  4.313705e+05     2696.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  3.716694e+05     4497.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  4.326223e+05     5546.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  4.701803e+05     6082.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  1.369431e+06    15756.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  7.631507e+05     9495.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                         31567.0                   215571.0872  BALUSDT  \n",
      "1                         73723.1                   511329.9634  BALUSDT  \n",
      "2                         47937.8                   335696.8966  BALUSDT  \n",
      "3                         27045.3                   188528.3769  BALUSDT  \n",
      "4                         25819.9                   179303.0871  BALUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                      26673.7                   158745.6718  BALUSDT  \n",
      "9996                      33361.5                   195669.7372  BALUSDT  \n",
      "9997                      38923.9                   228342.0075  BALUSDT  \n",
      "9998                     126024.1                   721342.3007  BALUSDT  \n",
      "9999                      65137.8                   374152.6991  BALUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'MINAUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-02-07 19:00:00+08:00  0.8274  0.8616  0.8190  0.8586  3436178.0   \n",
      "1    2023-02-07 20:00:00+08:00  0.8586  0.8616  0.8268  0.8461  2380999.0   \n",
      "2    2023-02-07 21:00:00+08:00  0.8454  0.8547  0.8349  0.8400  1375849.0   \n",
      "3    2023-02-07 22:00:00+08:00  0.8402  0.8423  0.8232  0.8268  1368819.0   \n",
      "4    2023-02-07 23:00:00+08:00  0.8268  0.8353  0.8199  0.8202  1110069.0   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9623 2024-03-14 18:00:00+08:00  1.4966  1.5009  1.4680  1.4727  2521057.0   \n",
      "9624 2024-03-14 19:00:00+08:00  1.4725  1.4792  1.4464  1.4660  4777595.0   \n",
      "9625 2024-03-14 20:00:00+08:00  1.4664  1.4763  1.4486  1.4595  2557202.0   \n",
      "9626 2024-03-14 21:00:00+08:00  1.4596  1.4653  1.3961  1.4182  9730738.0   \n",
      "9627 2024-03-14 22:00:00+08:00  1.4181  1.4454  1.4178  1.4327  5115894.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-02-07 19:59:59.999000064+08:00  2.907033e+06    16538.0   \n",
      "1    2023-02-07 20:59:59.999000064+08:00  2.010060e+06    12349.0   \n",
      "2    2023-02-07 21:59:59.999000064+08:00  1.161531e+06     7465.0   \n",
      "3    2023-02-07 22:59:59.999000064+08:00  1.139834e+06     7309.0   \n",
      "4    2023-02-07 23:59:59.999000064+08:00  9.179985e+05     5873.0   \n",
      "...                                  ...           ...        ...   \n",
      "9623 2024-03-14 18:59:59.999000064+08:00  3.739063e+06    18276.0   \n",
      "9624 2024-03-14 19:59:59.999000064+08:00  6.974440e+06    39574.0   \n",
      "9625 2024-03-14 20:59:59.999000064+08:00  3.731997e+06    22991.0   \n",
      "9626 2024-03-14 21:59:59.999000064+08:00  1.387354e+07    63897.0   \n",
      "9627 2024-03-14 22:59:59.999000064+08:00  7.317130e+06    41270.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                       1572044.0                  1.330825e+06  MINAUSDT  \n",
      "1                        953442.0                  8.054720e+05  MINAUSDT  \n",
      "2                        517705.0                  4.379648e+05  MINAUSDT  \n",
      "3                        513062.0                  4.278457e+05  MINAUSDT  \n",
      "4                        404526.0                  3.349626e+05  MINAUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9623                    1048162.0                  1.555358e+06  MINAUSDT  \n",
      "9624                    2158802.0                  3.153689e+06  MINAUSDT  \n",
      "9625                    1131861.0                  1.652048e+06  MINAUSDT  \n",
      "9626                    4260888.0                  6.079123e+06  MINAUSDT  \n",
      "9627                    2498048.0                  3.573126e+06  MINAUSDT  \n",
      "\n",
      "[9628 rows x 12 columns], 'SSVUSDT':              candle_begin_time   open   high    low  close     volume  \\\n",
      "0    2023-02-24 20:00:00+08:00  37.24  40.00  37.01  39.46  152720.28   \n",
      "1    2023-02-24 21:00:00+08:00  39.45  39.69  38.08  38.42  170995.28   \n",
      "2    2023-02-24 22:00:00+08:00  38.40  39.73  38.00  39.50  126308.22   \n",
      "3    2023-02-24 23:00:00+08:00  39.52  39.53  36.49  36.85  158228.40   \n",
      "4    2023-02-25 00:00:00+08:00  36.82  39.25  35.91  38.82  166965.26   \n",
      "...                        ...    ...    ...    ...    ...        ...   \n",
      "9214 2024-03-14 18:00:00+08:00  51.16  51.45  49.89  50.12  147590.59   \n",
      "9215 2024-03-14 19:00:00+08:00  50.11  50.20  49.40  49.91  125392.20   \n",
      "9216 2024-03-14 20:00:00+08:00  49.91  50.16  49.05  49.42  115904.88   \n",
      "9217 2024-03-14 21:00:00+08:00  49.43  49.46  47.21  47.79  241492.00   \n",
      "9218 2024-03-14 22:00:00+08:00  47.80  49.71  47.76  49.20  219983.40   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-02-24 20:59:59.999000064+08:00  5.945105e+06    32239.0   \n",
      "1    2023-02-24 21:59:59.999000064+08:00  6.651830e+06    31792.0   \n",
      "2    2023-02-24 22:59:59.999000064+08:00  4.929008e+06    26563.0   \n",
      "3    2023-02-24 23:59:59.999000064+08:00  6.052567e+06    30996.0   \n",
      "4    2023-02-25 00:59:59.999000064+08:00  6.279620e+06    32571.0   \n",
      "...                                  ...           ...        ...   \n",
      "9214 2024-03-14 18:59:59.999000064+08:00  7.478239e+06    26364.0   \n",
      "9215 2024-03-14 19:59:59.999000064+08:00  6.243828e+06    26968.0   \n",
      "9216 2024-03-14 20:59:59.999000064+08:00  5.734225e+06    25936.0   \n",
      "9217 2024-03-14 21:59:59.999000064+08:00  1.164042e+07    50342.0   \n",
      "9218 2024-03-14 22:59:59.999000064+08:00  1.077230e+07    46270.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                        72535.57                  2.825710e+06  SSVUSDT  \n",
      "1                        80304.11                  3.124734e+06  SSVUSDT  \n",
      "2                        65810.05                  2.572179e+06  SSVUSDT  \n",
      "3                        70887.17                  2.715664e+06  SSVUSDT  \n",
      "4                        83484.56                  3.136619e+06  SSVUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9214                     62951.87                  3.190626e+06  SSVUSDT  \n",
      "9215                     55257.15                  2.751300e+06  SSVUSDT  \n",
      "9216                     49351.34                  2.443910e+06  SSVUSDT  \n",
      "9217                    106015.45                  5.108146e+06  SSVUSDT  \n",
      "9218                    125089.71                  6.123632e+06  SSVUSDT  \n",
      "\n",
      "[9219 rows x 12 columns], 'COMBOUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-06-02 20:00:00+08:00  1.6005  1.6826  1.5823  1.6648   2654746.5   \n",
      "1    2023-06-02 21:00:00+08:00  1.6630  1.8092  1.6525  1.7753  10654033.8   \n",
      "2    2023-06-02 22:00:00+08:00  1.7743  1.8868  1.7500  1.8815  15172752.2   \n",
      "3    2023-06-02 23:00:00+08:00  1.8818  1.9596  1.7800  1.8026  24714005.4   \n",
      "4    2023-06-03 00:00:00+08:00  1.8026  1.8718  1.7660  1.8366  11255959.6   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "6862 2024-03-14 18:00:00+08:00  1.2058  1.2072  1.1795  1.1844    258913.5   \n",
      "6863 2024-03-14 19:00:00+08:00  1.1843  1.1879  1.1603  1.1774    390383.3   \n",
      "6864 2024-03-14 20:00:00+08:00  1.1773  1.1850  1.1655  1.1711    397417.5   \n",
      "6865 2024-03-14 21:00:00+08:00  1.1710  1.1739  1.1098  1.1270   1075764.9   \n",
      "6866 2024-03-14 22:00:00+08:00  1.1263  1.1503  1.1259  1.1404    627881.4   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-06-02 20:59:59.999000064+08:00  4.356343e+06    26283.0   \n",
      "1    2023-06-02 21:59:59.999000064+08:00  1.870731e+07    79073.0   \n",
      "2    2023-06-02 22:59:59.999000064+08:00  2.778398e+07    99681.0   \n",
      "3    2023-06-02 23:59:59.999000064+08:00  4.628930e+07   168208.0   \n",
      "4    2023-06-03 00:59:59.999000064+08:00  2.040527e+07   106214.0   \n",
      "...                                  ...           ...        ...   \n",
      "6862 2024-03-14 18:59:59.999000064+08:00  3.089909e+05     4857.0   \n",
      "6863 2024-03-14 19:59:59.999000064+08:00  4.573285e+05     9093.0   \n",
      "6864 2024-03-14 20:59:59.999000064+08:00  4.665670e+05     8034.0   \n",
      "6865 2024-03-14 21:59:59.999000064+08:00  1.224213e+06    18080.0   \n",
      "6866 2024-03-14 22:59:59.999000064+08:00  7.150986e+05    13422.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume     symbol  \n",
      "0                       1245145.4                  2.042717e+06  COMBOUSDT  \n",
      "1                       5352340.6                  9.400298e+06  COMBOUSDT  \n",
      "2                       7853107.7                  1.438083e+07  COMBOUSDT  \n",
      "3                      12011011.1                  2.251383e+07  COMBOUSDT  \n",
      "4                       5531035.2                  1.003499e+07  COMBOUSDT  \n",
      "...                           ...                           ...        ...  \n",
      "6862                     107247.8                  1.282060e+05  COMBOUSDT  \n",
      "6863                     191589.0                  2.244603e+05  COMBOUSDT  \n",
      "6864                     179643.2                  2.110019e+05  COMBOUSDT  \n",
      "6865                     459857.5                  5.236324e+05  COMBOUSDT  \n",
      "6866                     343162.4                  3.908237e+05  COMBOUSDT  \n",
      "\n",
      "[6867 rows x 12 columns], 'MBLUSDT':              candle_begin_time      open      high       low     close  \\\n",
      "0    2023-11-14 23:00:00+08:00  0.006380  0.006610  0.006114  0.006235   \n",
      "1    2023-11-15 00:00:00+08:00  0.006228  0.006528  0.006200  0.006393   \n",
      "2    2023-11-15 01:00:00+08:00  0.006402  0.006428  0.006237  0.006295   \n",
      "3    2023-11-15 02:00:00+08:00  0.006289  0.006368  0.005624  0.005728   \n",
      "4    2023-11-15 03:00:00+08:00  0.005728  0.006093  0.005697  0.005966   \n",
      "...                        ...       ...       ...       ...       ...   \n",
      "2899 2024-03-14 18:00:00+08:00  0.006678  0.006692  0.006613  0.006626   \n",
      "2900 2024-03-14 19:00:00+08:00  0.006625  0.006646  0.006516  0.006586   \n",
      "2901 2024-03-14 20:00:00+08:00  0.006586  0.006602  0.006518  0.006554   \n",
      "2902 2024-03-14 21:00:00+08:00  0.006555  0.006577  0.006236  0.006314   \n",
      "2903 2024-03-14 22:00:00+08:00  0.006314  0.006476  0.006311  0.006415   \n",
      "\n",
      "           volume                          close_time  quote_volume  \\\n",
      "0     940132279.0 2023-11-14 23:59:59.999000064+08:00  5.952736e+06   \n",
      "1     488633842.0 2023-11-15 00:59:59.999000064+08:00  3.118805e+06   \n",
      "2     236656299.0 2023-11-15 01:59:59.999000064+08:00  1.493312e+06   \n",
      "3     417733078.0 2023-11-15 02:59:59.999000064+08:00  2.506988e+06   \n",
      "4     286524380.0 2023-11-15 03:59:59.999000064+08:00  1.693831e+06   \n",
      "...           ...                                 ...           ...   \n",
      "2899   42784812.0 2024-03-14 18:59:59.999000064+08:00  2.849253e+05   \n",
      "2900   73808973.0 2024-03-14 19:59:59.999000064+08:00  4.851981e+05   \n",
      "2901   79324708.0 2024-03-14 20:59:59.999000064+08:00  5.207294e+05   \n",
      "2902  242525886.0 2024-03-14 21:59:59.999000064+08:00  1.547913e+06   \n",
      "2903  167065686.0 2024-03-14 22:59:59.999000064+08:00  1.069299e+06   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0       23629.0                  420449357.0                  2.660605e+06   \n",
      "1       13490.0                  219712015.0                  1.403014e+06   \n",
      "2        7467.0                  110479953.0                  6.970019e+05   \n",
      "3       13599.0                  178759484.0                  1.072490e+06   \n",
      "4        9718.0                  136335889.0                  8.061670e+05   \n",
      "...         ...                          ...                           ...   \n",
      "2899     4075.0                   20725498.0                  1.380478e+05   \n",
      "2900     6366.0                   33353425.0                  2.192766e+05   \n",
      "2901     6697.0                   36870235.0                  2.418390e+05   \n",
      "2902    15648.0                  101511095.0                  6.475460e+05   \n",
      "2903    10890.0                   85068497.0                  5.446461e+05   \n",
      "\n",
      "       symbol  \n",
      "0     MBLUSDT  \n",
      "1     MBLUSDT  \n",
      "2     MBLUSDT  \n",
      "3     MBLUSDT  \n",
      "4     MBLUSDT  \n",
      "...       ...  \n",
      "2899  MBLUSDT  \n",
      "2900  MBLUSDT  \n",
      "2901  MBLUSDT  \n",
      "2902  MBLUSDT  \n",
      "2903  MBLUSDT  \n",
      "\n",
      "[2904 rows x 12 columns], 'LEVERUSDT':              candle_begin_time      open      high       low     close  \\\n",
      "0    2023-03-30 20:00:00+08:00  0.001996  0.002022  0.001980  0.001986   \n",
      "1    2023-03-30 21:00:00+08:00  0.001988  0.001998  0.001973  0.001979   \n",
      "2    2023-03-30 22:00:00+08:00  0.001979  0.001991  0.001972  0.001974   \n",
      "3    2023-03-30 23:00:00+08:00  0.001976  0.001991  0.001961  0.001969   \n",
      "4    2023-03-31 00:00:00+08:00  0.001970  0.001988  0.001957  0.001973   \n",
      "...                        ...       ...       ...       ...       ...   \n",
      "8398 2024-03-14 18:00:00+08:00  0.002980  0.002982  0.002919  0.002925   \n",
      "8399 2024-03-14 19:00:00+08:00  0.002925  0.002937  0.002873  0.002906   \n",
      "8400 2024-03-14 20:00:00+08:00  0.002906  0.002925  0.002877  0.002903   \n",
      "8401 2024-03-14 21:00:00+08:00  0.002904  0.002919  0.002757  0.002797   \n",
      "8402 2024-03-14 22:00:00+08:00  0.002796  0.002866  0.002793  0.002823   \n",
      "\n",
      "           volume                          close_time  quote_volume  \\\n",
      "0      82238803.0 2023-03-30 20:59:59.999000064+08:00  1.643069e+05   \n",
      "1      70231784.0 2023-03-30 21:59:59.999000064+08:00  1.395383e+05   \n",
      "2      54868254.0 2023-03-30 22:59:59.999000064+08:00  1.086142e+05   \n",
      "3      77115863.0 2023-03-30 23:59:59.999000064+08:00  1.524204e+05   \n",
      "4      84526064.0 2023-03-31 00:59:59.999000064+08:00  1.666176e+05   \n",
      "...           ...                                 ...           ...   \n",
      "8398  330601185.0 2024-03-14 18:59:59.999000064+08:00  9.769483e+05   \n",
      "8399  456176529.0 2024-03-14 19:59:59.999000064+08:00  1.322422e+06   \n",
      "8400  254540019.0 2024-03-14 20:59:59.999000064+08:00  7.384447e+05   \n",
      "8401  983642197.0 2024-03-14 21:59:59.999000064+08:00  2.775015e+06   \n",
      "8402  626619451.0 2024-03-14 22:59:59.999000064+08:00  1.773512e+06   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0        1842.0                   39663872.0                  7.934145e+04   \n",
      "1        1266.0                   30213623.0                  6.011059e+04   \n",
      "2        1037.0                   22705776.0                  4.498511e+04   \n",
      "3        1312.0                   36350694.0                  7.192932e+04   \n",
      "4        1482.0                   42446898.0                  8.375054e+04   \n",
      "...         ...                          ...                           ...   \n",
      "8398     8802.0                  156034258.0                  4.612835e+05   \n",
      "8399    11578.0                  185184238.0                  5.375539e+05   \n",
      "8400     8583.0                  127809491.0                  3.708018e+05   \n",
      "8401    21639.0                  369680070.0                  1.044882e+06   \n",
      "8402    16681.0                  323508251.0                  9.161081e+05   \n",
      "\n",
      "         symbol  \n",
      "0     LEVERUSDT  \n",
      "1     LEVERUSDT  \n",
      "2     LEVERUSDT  \n",
      "3     LEVERUSDT  \n",
      "4     LEVERUSDT  \n",
      "...         ...  \n",
      "8398  LEVERUSDT  \n",
      "8399  LEVERUSDT  \n",
      "8400  LEVERUSDT  \n",
      "8401  LEVERUSDT  \n",
      "8402  LEVERUSDT  \n",
      "\n",
      "[8403 rows x 12 columns], 'ORBSUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-10-17 14:00:00+08:00  0.05210  0.05493  0.04772  0.05180   \n",
      "1    2023-10-17 15:00:00+08:00  0.05180  0.05289  0.04787  0.04888   \n",
      "2    2023-10-17 16:00:00+08:00  0.04886  0.05070  0.04851  0.04927   \n",
      "3    2023-10-17 17:00:00+08:00  0.04927  0.05125  0.04899  0.05013   \n",
      "4    2023-10-17 18:00:00+08:00  0.05013  0.05256  0.04925  0.05213   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "3580 2024-03-14 18:00:00+08:00  0.05208  0.05215  0.05124  0.05132   \n",
      "3581 2024-03-14 19:00:00+08:00  0.05132  0.05144  0.05023  0.05091   \n",
      "3582 2024-03-14 20:00:00+08:00  0.05090  0.05122  0.05055  0.05094   \n",
      "3583 2024-03-14 21:00:00+08:00  0.05093  0.05118  0.04811  0.04896   \n",
      "3584 2024-03-14 22:00:00+08:00  0.04896  0.05003  0.04887  0.04959   \n",
      "\n",
      "           volume                          close_time  quote_volume  \\\n",
      "0     852677448.0 2023-10-17 14:59:59.999000064+08:00  4.406198e+07   \n",
      "1     371314072.0 2023-10-17 15:59:59.999000064+08:00  1.862770e+07   \n",
      "2     228612412.0 2023-10-17 16:59:59.999000064+08:00  1.132911e+07   \n",
      "3     185431673.0 2023-10-17 17:59:59.999000064+08:00  9.296341e+06   \n",
      "4     205917170.0 2023-10-17 18:59:59.999000064+08:00  1.047084e+07   \n",
      "...           ...                                 ...           ...   \n",
      "3580    6988131.0 2024-03-14 18:59:59.999000064+08:00  3.611431e+05   \n",
      "3581   26280460.0 2024-03-14 19:59:59.999000064+08:00  1.333894e+06   \n",
      "3582   10450537.0 2024-03-14 20:59:59.999000064+08:00  5.309262e+05   \n",
      "3583   41587751.0 2024-03-14 21:59:59.999000064+08:00  2.054595e+06   \n",
      "3584   32962206.0 2024-03-14 22:59:59.999000064+08:00  1.631089e+06   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0      147882.0                  409180992.0                  2.115038e+07   \n",
      "1       71254.0                  176919294.0                  8.879755e+06   \n",
      "2       47778.0                  118057122.0                  5.856251e+06   \n",
      "3       47018.0                   92862162.0                  4.657328e+06   \n",
      "4       59058.0                  106394890.0                  5.415903e+06   \n",
      "...         ...                          ...                           ...   \n",
      "3580     3957.0                    2929734.0                  1.514074e+05   \n",
      "3581    10284.0                   11051584.0                  5.608754e+05   \n",
      "3582     5438.0                    5446934.0                  2.767652e+05   \n",
      "3583    17706.0                   17602337.0                  8.694349e+05   \n",
      "3584    14603.0                   16186502.0                  8.010825e+05   \n",
      "\n",
      "        symbol  \n",
      "0     ORBSUSDT  \n",
      "1     ORBSUSDT  \n",
      "2     ORBSUSDT  \n",
      "3     ORBSUSDT  \n",
      "4     ORBSUSDT  \n",
      "...        ...  \n",
      "3580  ORBSUSDT  \n",
      "3581  ORBSUSDT  \n",
      "3582  ORBSUSDT  \n",
      "3583  ORBSUSDT  \n",
      "3584  ORBSUSDT  \n",
      "\n",
      "[3585 rows x 12 columns], 'UNIUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00   6.835   6.928   6.808   6.893   337533.0   \n",
      "1    2023-01-23 08:00:00+08:00   6.892   6.984   6.885   6.944   499620.0   \n",
      "2    2023-01-23 09:00:00+08:00   6.945   6.982   6.920   6.925   341914.0   \n",
      "3    2023-01-23 10:00:00+08:00   6.926   6.934   6.848   6.907   606786.0   \n",
      "4    2023-01-23 11:00:00+08:00   6.908   6.952   6.834   6.841   335376.0   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  14.342  14.391  14.132  14.190   525165.0   \n",
      "9996 2024-03-14 19:00:00+08:00  14.189  14.238  13.963  14.198   761135.0   \n",
      "9997 2024-03-14 20:00:00+08:00  14.199  14.268  14.041  14.261   714812.0   \n",
      "9998 2024-03-14 21:00:00+08:00  14.262  14.313  13.650  13.856  1884965.0   \n",
      "9999 2024-03-14 22:00:00+08:00  13.856  14.167  13.843  13.943  1232543.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  2.321084e+06     8327.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  3.469722e+06    11727.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  2.378076e+06     8487.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  4.183053e+06    10229.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  2.310411e+06     8083.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  7.498091e+06    25726.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.071944e+07    32834.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  1.012489e+07    33340.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  2.626933e+07    72204.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  1.721918e+07    51312.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                        170451.0                  1.172187e+06  UNIUSDT  \n",
      "1                        247484.0                  1.718609e+06  UNIUSDT  \n",
      "2                        164417.0                  1.143685e+06  UNIUSDT  \n",
      "3                        258494.0                  1.781982e+06  UNIUSDT  \n",
      "4                        152528.0                  1.051389e+06  UNIUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                     246517.0                  3.521388e+06  UNIUSDT  \n",
      "9996                     389389.0                  5.484967e+06  UNIUSDT  \n",
      "9997                     357359.0                  5.062334e+06  UNIUSDT  \n",
      "9998                     901793.0                  1.257075e+07  UNIUSDT  \n",
      "9999                     579837.0                  8.100292e+06  UNIUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'SFPUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.4499  0.4529  0.4487  0.4512  1789934.0   \n",
      "1    2023-01-23 08:00:00+08:00  0.4511  0.4624  0.4511  0.4578  2915647.0   \n",
      "2    2023-01-23 09:00:00+08:00  0.4579  0.4614  0.4560  0.4562  1484620.0   \n",
      "3    2023-01-23 10:00:00+08:00  0.4564  0.4606  0.4553  0.4582  1058690.0   \n",
      "4    2023-01-23 11:00:00+08:00  0.4582  0.4589  0.4521  0.4524  1557521.0   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.8394  0.8401  0.8227  0.8253  1050642.0   \n",
      "9996 2024-03-14 19:00:00+08:00  0.8254  0.8275  0.8139  0.8232   941915.0   \n",
      "9997 2024-03-14 20:00:00+08:00  0.8231  0.8314  0.8085  0.8146  1024783.0   \n",
      "9998 2024-03-14 21:00:00+08:00  0.8143  0.8174  0.7780  0.7916  2365282.0   \n",
      "9999 2024-03-14 22:00:00+08:00  0.7915  0.8064  0.7910  0.8005  1734546.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  8.073278e+05     4141.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.334079e+06     6411.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  6.817693e+05     3720.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  4.845388e+05     3117.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  7.094648e+05     3755.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  8.740820e+05     9973.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  7.733119e+05     9418.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  8.386741e+05     9985.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  1.878826e+06    20152.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  1.385586e+06    15961.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                        909938.0                   410341.7137  SFPUSDT  \n",
      "1                       1539582.0                   704135.2504  SFPUSDT  \n",
      "2                        733336.0                   336844.2122  SFPUSDT  \n",
      "3                        486401.0                   222598.4050  SFPUSDT  \n",
      "4                        753133.0                   343140.8467  SFPUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                     383243.0                   318859.3191  SFPUSDT  \n",
      "9996                     426780.0                   350436.0957  SFPUSDT  \n",
      "9997                     444136.0                   363808.6033  SFPUSDT  \n",
      "9998                    1174868.0                   933295.3486  SFPUSDT  \n",
      "9999                     907875.0                   725102.6589  SFPUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'STRKUSDT':             candle_begin_time    open    high     low   close      volume  \\\n",
      "0   2024-02-21 01:00:00+08:00  2.0880  2.3410  2.0074  2.0359  24269770.7   \n",
      "1   2024-02-21 02:00:00+08:00  2.0371  2.1426  1.9341  2.1146  22886338.2   \n",
      "2   2024-02-21 03:00:00+08:00  2.1148  2.1744  2.0305  2.0760  15175673.6   \n",
      "3   2024-02-21 04:00:00+08:00  2.0761  2.1057  1.9904  2.0507  10404694.0   \n",
      "4   2024-02-21 05:00:00+08:00  2.0508  2.0820  2.0054  2.0423   8019088.8   \n",
      "..                        ...     ...     ...     ...     ...         ...   \n",
      "545 2024-03-14 18:00:00+08:00  2.4597  2.4601  2.4258  2.4350   2997885.2   \n",
      "546 2024-03-14 19:00:00+08:00  2.4351  2.4506  2.4088  2.4489   3467036.1   \n",
      "547 2024-03-14 20:00:00+08:00  2.4491  2.4620  2.4024  2.4186   4570420.6   \n",
      "548 2024-03-14 21:00:00+08:00  2.4183  2.4315  2.3219  2.3604   9118367.0   \n",
      "549 2024-03-14 22:00:00+08:00  2.3606  2.4090  2.3545  2.3816   6194244.1   \n",
      "\n",
      "                             close_time  quote_volume  trade_num  \\\n",
      "0   2024-02-21 01:59:59.999000064+08:00  5.190811e+07   174136.0   \n",
      "1   2024-02-21 02:59:59.999000064+08:00  4.641353e+07   185958.0   \n",
      "2   2024-02-21 03:59:59.999000064+08:00  3.189457e+07   151798.0   \n",
      "3   2024-02-21 04:59:59.999000064+08:00  2.130287e+07    95903.0   \n",
      "4   2024-02-21 05:59:59.999000064+08:00  1.632647e+07    73006.0   \n",
      "..                                  ...           ...        ...   \n",
      "545 2024-03-14 18:59:59.999000064+08:00  7.329176e+06    34833.0   \n",
      "546 2024-03-14 19:59:59.999000064+08:00  8.426918e+06    41073.0   \n",
      "547 2024-03-14 20:59:59.999000064+08:00  1.109919e+07    52756.0   \n",
      "548 2024-03-14 21:59:59.999000064+08:00  2.162306e+07    96140.0   \n",
      "549 2024-03-14 22:59:59.999000064+08:00  1.474819e+07    77175.0   \n",
      "\n",
      "     taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                     11572959.9                  2.474637e+07  STRKUSDT  \n",
      "1                     11292171.7                  2.291858e+07  STRKUSDT  \n",
      "2                      7185162.2                  1.511156e+07  STRKUSDT  \n",
      "3                      4879236.1                  9.997746e+06  STRKUSDT  \n",
      "4                      3976609.4                  8.101998e+06  STRKUSDT  \n",
      "..                           ...                           ...       ...  \n",
      "545                    1293933.1                  3.164862e+06  STRKUSDT  \n",
      "546                    1694207.3                  4.120505e+06  STRKUSDT  \n",
      "547                    2191048.4                  5.326623e+06  STRKUSDT  \n",
      "548                    3851338.3                  9.132045e+06  STRKUSDT  \n",
      "549                    2802063.8                  6.675776e+06  STRKUSDT  \n",
      "\n",
      "[550 rows x 12 columns], 'LDOUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  2.2078  2.2300  2.2009  2.2084  1315652.0   \n",
      "1    2023-01-23 08:00:00+08:00  2.2081  2.2512  2.1944  2.2329  2130615.0   \n",
      "2    2023-01-23 09:00:00+08:00  2.2331  2.2887  2.2329  2.2496  1931942.0   \n",
      "3    2023-01-23 10:00:00+08:00  2.2506  2.3046  2.2499  2.2913  1690375.0   \n",
      "4    2023-01-23 11:00:00+08:00  2.2908  2.3055  2.2607  2.2655  1359801.0   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  3.3711  3.3767  3.3268  3.3337   747340.0   \n",
      "9996 2024-03-14 19:00:00+08:00  3.3340  3.3435  3.2853  3.3249  1092404.0   \n",
      "9997 2024-03-14 20:00:00+08:00  3.3251  3.3385  3.2717  3.2923  1547404.0   \n",
      "9998 2024-03-14 21:00:00+08:00  3.2926  3.3011  3.1831  3.2212  2956172.0   \n",
      "9999 2024-03-14 22:00:00+08:00  3.2210  3.2586  3.1961  3.2174  2484615.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  2.913798e+06    13169.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  4.741977e+06    20018.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  4.367561e+06    19217.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  3.862155e+06    14454.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  3.101055e+06    14041.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  2.508660e+06    16130.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  3.616839e+06    23561.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  5.095159e+06    32592.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  9.572138e+06    53026.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  8.016436e+06    48550.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                        592563.0                  1.312808e+06  LDOUSDT  \n",
      "1                       1081682.0                  2.408431e+06  LDOUSDT  \n",
      "2                        952009.0                  2.152739e+06  LDOUSDT  \n",
      "3                        935681.0                  2.138379e+06  LDOUSDT  \n",
      "4                        595414.0                  1.358636e+06  LDOUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                     323708.0                  1.086766e+06  LDOUSDT  \n",
      "9996                     539810.0                  1.787523e+06  LDOUSDT  \n",
      "9997                     726105.0                  2.390340e+06  LDOUSDT  \n",
      "9998                    1233097.0                  3.996486e+06  LDOUSDT  \n",
      "9999                    1084644.0                  3.499057e+06  LDOUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], '1000RATSUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-12-15 22:00:00+08:00  0.46950  0.49396  0.43105  0.44900   \n",
      "1    2023-12-15 23:00:00+08:00  0.44922  0.46626  0.41742  0.43579   \n",
      "2    2023-12-16 00:00:00+08:00  0.43657  0.56200  0.43657  0.49914   \n",
      "3    2023-12-16 01:00:00+08:00  0.49896  0.52751  0.48000  0.48499   \n",
      "4    2023-12-16 02:00:00+08:00  0.48518  0.54500  0.48507  0.53244   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "2156 2024-03-14 18:00:00+08:00  0.40205  0.40450  0.38879  0.39031   \n",
      "2157 2024-03-14 19:00:00+08:00  0.39032  0.39145  0.38165  0.38700   \n",
      "2158 2024-03-14 20:00:00+08:00  0.38698  0.38884  0.38101  0.38389   \n",
      "2159 2024-03-14 21:00:00+08:00  0.38385  0.38535  0.36575  0.37399   \n",
      "2160 2024-03-14 22:00:00+08:00  0.37394  0.37900  0.36914  0.37401   \n",
      "\n",
      "           volume                          close_time  quote_volume  \\\n",
      "0      64931417.0 2023-12-15 22:59:59.999000064+08:00  3.000299e+07   \n",
      "1      39817853.0 2023-12-15 23:59:59.999000064+08:00  1.746136e+07   \n",
      "2     129553502.0 2023-12-16 00:59:59.999000064+08:00  6.611810e+07   \n",
      "3      57466867.0 2023-12-16 01:59:59.999000064+08:00  2.908329e+07   \n",
      "4      50369293.0 2023-12-16 02:59:59.999000064+08:00  2.617943e+07   \n",
      "...           ...                                 ...           ...   \n",
      "2156   16113203.0 2024-03-14 18:59:59.999000064+08:00  6.386846e+06   \n",
      "2157   15901477.0 2024-03-14 19:59:59.999000064+08:00  6.134714e+06   \n",
      "2158   10490574.0 2024-03-14 20:59:59.999000064+08:00  4.031908e+06   \n",
      "2159   32719416.0 2024-03-14 21:59:59.999000064+08:00  1.225575e+07   \n",
      "2160   19505299.0 2024-03-14 22:59:59.999000064+08:00  7.292056e+06   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0      121299.0                   31380472.0                  1.451747e+07   \n",
      "1       83229.0                   19013182.0                  8.344034e+06   \n",
      "2      243638.0                   61460887.0                  3.131955e+07   \n",
      "3      141760.0                   27058463.0                  1.371457e+07   \n",
      "4      127388.0                   25914076.0                  1.347431e+07   \n",
      "...         ...                          ...                           ...   \n",
      "2156    46455.0                    6978202.0                  2.766816e+06   \n",
      "2157    47673.0                    7154364.0                  2.761485e+06   \n",
      "2158    34382.0                    5121179.0                  1.969349e+06   \n",
      "2159    84543.0                   14114167.0                  5.290319e+06   \n",
      "2160    54803.0                    9626832.0                  3.601387e+06   \n",
      "\n",
      "            symbol  \n",
      "0     1000RATSUSDT  \n",
      "1     1000RATSUSDT  \n",
      "2     1000RATSUSDT  \n",
      "3     1000RATSUSDT  \n",
      "4     1000RATSUSDT  \n",
      "...            ...  \n",
      "2156  1000RATSUSDT  \n",
      "2157  1000RATSUSDT  \n",
      "2158  1000RATSUSDT  \n",
      "2159  1000RATSUSDT  \n",
      "2160  1000RATSUSDT  \n",
      "\n",
      "[2161 rows x 12 columns], '1000SHIBUSDT':              candle_begin_time      open      high       low     close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.011929  0.012042  0.011898  0.012002   \n",
      "1    2023-01-23 08:00:00+08:00  0.012003  0.012214  0.011981  0.012100   \n",
      "2    2023-01-23 09:00:00+08:00  0.012099  0.012187  0.012057  0.012072   \n",
      "3    2023-01-23 10:00:00+08:00  0.012072  0.012198  0.012072  0.012146   \n",
      "4    2023-01-23 11:00:00+08:00  0.012145  0.012163  0.012009  0.012025   \n",
      "...                        ...       ...       ...       ...       ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.033728  0.033981  0.032900  0.032952   \n",
      "9996 2024-03-14 19:00:00+08:00  0.032952  0.033151  0.032272  0.033050   \n",
      "9997 2024-03-14 20:00:00+08:00  0.033049  0.033333  0.032591  0.033238   \n",
      "9998 2024-03-14 21:00:00+08:00  0.033239  0.033349  0.031681  0.032364   \n",
      "9999 2024-03-14 22:00:00+08:00  0.032362  0.032862  0.032027  0.032362   \n",
      "\n",
      "            volume                          close_time  quote_volume  \\\n",
      "0     7.084558e+08 2023-01-23 07:59:59.999000064+08:00  8.488055e+06   \n",
      "1     1.162333e+09 2023-01-23 08:59:59.999000064+08:00  1.407402e+07   \n",
      "2     8.451961e+08 2023-01-23 09:59:59.999000064+08:00  1.025697e+07   \n",
      "3     9.279297e+08 2023-01-23 10:59:59.999000064+08:00  1.127391e+07   \n",
      "4     7.892618e+08 2023-01-23 11:59:59.999000064+08:00  9.534834e+06   \n",
      "...            ...                                 ...           ...   \n",
      "9995  2.169397e+09 2024-03-14 18:59:59.999000064+08:00  7.271801e+07   \n",
      "9996  2.570596e+09 2024-03-14 19:59:59.999000064+08:00  8.421084e+07   \n",
      "9997  1.899404e+09 2024-03-14 20:59:59.999000064+08:00  6.265539e+07   \n",
      "9998  4.224206e+09 2024-03-14 21:59:59.999000064+08:00  1.374037e+08   \n",
      "9999  2.448182e+09 2024-03-14 22:59:59.999000064+08:00  7.941459e+07   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0       16137.0                 3.615160e+08                  4.331362e+06   \n",
      "1       26754.0                 6.191675e+08                  7.497011e+06   \n",
      "2       17738.0                 3.699959e+08                  4.490465e+06   \n",
      "3       18761.0                 4.294165e+08                  5.217373e+06   \n",
      "4       17050.0                 3.440347e+08                  4.157292e+06   \n",
      "...         ...                          ...                           ...   \n",
      "9995   230418.0                 1.032884e+09                  3.463918e+07   \n",
      "9996   238186.0                 1.261404e+09                  4.136305e+07   \n",
      "9997   198680.0                 9.708797e+08                  3.203578e+07   \n",
      "9998   450431.0                 1.923900e+09                  6.259854e+07   \n",
      "9999   285291.0                 1.185594e+09                  3.846140e+07   \n",
      "\n",
      "            symbol  \n",
      "0     1000SHIBUSDT  \n",
      "1     1000SHIBUSDT  \n",
      "2     1000SHIBUSDT  \n",
      "3     1000SHIBUSDT  \n",
      "4     1000SHIBUSDT  \n",
      "...            ...  \n",
      "9995  1000SHIBUSDT  \n",
      "9996  1000SHIBUSDT  \n",
      "9997  1000SHIBUSDT  \n",
      "9998  1000SHIBUSDT  \n",
      "9999  1000SHIBUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'GALUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  1.8982  1.9152  1.8896  1.9064   311758.0   \n",
      "1    2023-01-23 08:00:00+08:00  1.9063  1.9821  1.8990  1.9534  1327229.0   \n",
      "2    2023-01-23 09:00:00+08:00  1.9533  1.9820  1.9510  1.9588   756860.0   \n",
      "3    2023-01-23 10:00:00+08:00  1.9599  1.9980  1.9576  1.9739   612441.0   \n",
      "4    2023-01-23 11:00:00+08:00  1.9739  2.0020  1.9502  1.9535   773930.0   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  4.4728  4.4960  4.4435  4.4543   314589.0   \n",
      "9996 2024-03-14 19:00:00+08:00  4.4543  4.4705  4.3890  4.4295   389128.0   \n",
      "9997 2024-03-14 20:00:00+08:00  4.4292  4.4756  4.4042  4.4394   294231.0   \n",
      "9998 2024-03-14 21:00:00+08:00  4.4398  4.4449  4.2755  4.3334   920733.0   \n",
      "9999 2024-03-14 22:00:00+08:00  4.3318  4.4532  4.3277  4.3986   523673.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  5.939000e+05     4901.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  2.590638e+06    14690.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.488448e+06     7113.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.210967e+06     6857.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.527395e+06     8149.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  1.406533e+06    11236.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.723913e+06    14427.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  1.304440e+06    13086.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  4.005111e+06    29925.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  2.304069e+06    21847.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                        157274.0                  2.995773e+05  GALUSDT  \n",
      "1                        737525.0                  1.440035e+06  GALUSDT  \n",
      "2                        359798.0                  7.076635e+05  GALUSDT  \n",
      "3                        312342.0                  6.176466e+05  GALUSDT  \n",
      "4                        359268.0                  7.103178e+05  GALUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                     166875.0                  7.465478e+05  GALUSDT  \n",
      "9996                     162090.0                  7.187133e+05  GALUSDT  \n",
      "9997                     162968.0                  7.225948e+05  GALUSDT  \n",
      "9998                     412543.0                  1.795124e+06  GALUSDT  \n",
      "9999                     252190.0                  1.109816e+06  GALUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], '1000FLOKIUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-05-07 00:00:00+08:00  0.04231  0.04446  0.04231  0.04332   \n",
      "1    2023-05-07 01:00:00+08:00  0.04332  0.04386  0.04239  0.04345   \n",
      "2    2023-05-07 02:00:00+08:00  0.04347  0.04349  0.04201  0.04264   \n",
      "3    2023-05-07 03:00:00+08:00  0.04264  0.04329  0.04035  0.04100   \n",
      "4    2023-05-07 04:00:00+08:00  0.04104  0.04121  0.03989  0.04047   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "7506 2024-03-14 18:00:00+08:00  0.30037  0.30327  0.29058  0.29244   \n",
      "7507 2024-03-14 19:00:00+08:00  0.29232  0.29237  0.28239  0.28682   \n",
      "7508 2024-03-14 20:00:00+08:00  0.28683  0.28811  0.28000  0.28388   \n",
      "7509 2024-03-14 21:00:00+08:00  0.28391  0.28391  0.27146  0.27915   \n",
      "7510 2024-03-14 22:00:00+08:00  0.27917  0.28222  0.27225  0.27720   \n",
      "\n",
      "           volume                          close_time  quote_volume  \\\n",
      "0     152755661.0 2023-05-07 00:59:59.999000064+08:00  6.632757e+06   \n",
      "1     196934241.0 2023-05-07 01:59:59.999000064+08:00  8.501426e+06   \n",
      "2     162273229.0 2023-05-07 02:59:59.999000064+08:00  6.939225e+06   \n",
      "3     206211714.0 2023-05-07 03:59:59.999000064+08:00  8.537756e+06   \n",
      "4     126295284.0 2023-05-07 04:59:59.999000064+08:00  5.115523e+06   \n",
      "...           ...                                 ...           ...   \n",
      "7506  137054660.0 2024-03-14 18:59:59.999000064+08:00  4.076307e+07   \n",
      "7507  177766593.0 2024-03-14 19:59:59.999000064+08:00  5.093144e+07   \n",
      "7508  101879691.0 2024-03-14 20:59:59.999000064+08:00  2.890936e+07   \n",
      "7509  233129668.0 2024-03-14 21:59:59.999000064+08:00  6.433290e+07   \n",
      "7510  156378336.0 2024-03-14 22:59:59.999000064+08:00  4.338602e+07   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0       27619.0                   77489569.0                  3.364478e+06   \n",
      "1       35075.0                  100420734.0                  4.336765e+06   \n",
      "2       32631.0                   80275414.0                  3.431874e+06   \n",
      "3       42697.0                  101920841.0                  4.216482e+06   \n",
      "4       23557.0                   62682288.0                  2.541383e+06   \n",
      "...         ...                          ...                           ...   \n",
      "7506   171098.0                   62548933.0                  1.862579e+07   \n",
      "7507   200127.0                   84836031.0                  2.431735e+07   \n",
      "7508   126648.0                   49815474.0                  1.414665e+07   \n",
      "7509   250702.0                  108563775.0                  2.995645e+07   \n",
      "7510   188829.0                   79159418.0                  2.198369e+07   \n",
      "\n",
      "             symbol  \n",
      "0     1000FLOKIUSDT  \n",
      "1     1000FLOKIUSDT  \n",
      "2     1000FLOKIUSDT  \n",
      "3     1000FLOKIUSDT  \n",
      "4     1000FLOKIUSDT  \n",
      "...             ...  \n",
      "7506  1000FLOKIUSDT  \n",
      "7507  1000FLOKIUSDT  \n",
      "7508  1000FLOKIUSDT  \n",
      "7509  1000FLOKIUSDT  \n",
      "7510  1000FLOKIUSDT  \n",
      "\n",
      "[7511 rows x 12 columns], 'ETCUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  22.465  22.595  22.386  22.540   511729.33   \n",
      "1    2023-01-23 08:00:00+08:00  22.541  23.878  22.456  23.272  4215686.22   \n",
      "2    2023-01-23 09:00:00+08:00  23.271  23.380  23.044  23.081  1132651.42   \n",
      "3    2023-01-23 10:00:00+08:00  23.082  23.188  22.872  22.984   803440.54   \n",
      "4    2023-01-23 11:00:00+08:00  22.983  22.987  22.568  22.642   850443.96   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "9995 2024-03-14 18:00:00+08:00  36.721  36.746  35.953  36.134   414812.62   \n",
      "9996 2024-03-14 19:00:00+08:00  36.127  36.161  35.549  36.085   602814.66   \n",
      "9997 2024-03-14 20:00:00+08:00  36.086  36.203  35.715  35.944   330082.90   \n",
      "9998 2024-03-14 21:00:00+08:00  35.947  36.052  34.530  35.004  1206910.44   \n",
      "9999 2024-03-14 22:00:00+08:00  34.999  35.566  34.948  35.224   597031.45   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.151197e+07    19438.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  9.823309e+07   154327.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  2.631834e+07    49061.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.848758e+07    32781.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.936208e+07    34127.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  1.507800e+07    34832.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  2.162046e+07    48558.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  1.185557e+07    35042.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  4.242491e+07    97905.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  2.102846e+07    61730.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       258977.34                  5.826687e+06  ETCUSDT  \n",
      "1                      2136515.64                  4.977389e+07  ETCUSDT  \n",
      "2                       544380.49                  1.265331e+07  ETCUSDT  \n",
      "3                       359035.65                  8.263220e+06  ETCUSDT  \n",
      "4                       375252.02                  8.544771e+06  ETCUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                    178412.50                  6.483573e+06  ETCUSDT  \n",
      "9996                    317550.94                  1.139332e+07  ETCUSDT  \n",
      "9997                    145169.61                  5.214409e+06  ETCUSDT  \n",
      "9998                    548605.76                  1.928791e+07  ETCUSDT  \n",
      "9999                    293012.95                  1.032318e+07  ETCUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'NKNUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.10134  0.10156  0.10038  0.10106   \n",
      "1    2023-01-23 08:00:00+08:00  0.10106  0.10284  0.10106  0.10262   \n",
      "2    2023-01-23 09:00:00+08:00  0.10261  0.10428  0.10257  0.10310   \n",
      "3    2023-01-23 10:00:00+08:00  0.10323  0.10530  0.10323  0.10469   \n",
      "4    2023-01-23 11:00:00+08:00  0.10468  0.10470  0.10346  0.10371   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.17639  0.17649  0.17452  0.17496   \n",
      "9996 2024-03-14 19:00:00+08:00  0.17495  0.17537  0.17153  0.17242   \n",
      "9997 2024-03-14 20:00:00+08:00  0.17240  0.17549  0.17200  0.17314   \n",
      "9998 2024-03-14 21:00:00+08:00  0.17314  0.17335  0.16501  0.16809   \n",
      "9999 2024-03-14 22:00:00+08:00  0.16808  0.17304  0.16794  0.17026   \n",
      "\n",
      "          volume                          close_time  quote_volume  trade_num  \\\n",
      "0      4606884.0 2023-01-23 07:59:59.999000064+08:00  4.658022e+05     3597.0   \n",
      "1      5886804.0 2023-01-23 08:59:59.999000064+08:00  6.004129e+05     4219.0   \n",
      "2      5086823.0 2023-01-23 09:59:59.999000064+08:00  5.267464e+05     3967.0   \n",
      "3      6902799.0 2023-01-23 10:59:59.999000064+08:00  7.212146e+05     4295.0   \n",
      "4      4627038.0 2023-01-23 11:59:59.999000064+08:00  4.814233e+05     3356.0   \n",
      "...          ...                                 ...           ...        ...   \n",
      "9995   1777938.0 2024-03-14 18:59:59.999000064+08:00  3.125928e+05     5560.0   \n",
      "9996   9424338.0 2024-03-14 19:59:59.999000064+08:00  1.627544e+06    14032.0   \n",
      "9997   4962682.0 2024-03-14 20:59:59.999000064+08:00  8.608421e+05    10673.0   \n",
      "9998  13510180.0 2024-03-14 21:59:59.999000064+08:00  2.279504e+06    22004.0   \n",
      "9999  14909082.0 2024-03-14 22:59:59.999000064+08:00  2.536179e+06    27194.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       2299994.0                  2.325851e+05  NKNUSDT  \n",
      "1                       3442641.0                  3.508389e+05  NKNUSDT  \n",
      "2                       2168288.0                  2.245409e+05  NKNUSDT  \n",
      "3                       3645708.0                  3.809682e+05  NKNUSDT  \n",
      "4                       1791841.0                  1.864198e+05  NKNUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                     852262.0                  1.498603e+05  NKNUSDT  \n",
      "9996                    4786001.0                  8.267206e+05  NKNUSDT  \n",
      "9997                    2319797.0                  4.026605e+05  NKNUSDT  \n",
      "9998                    7099789.0                  1.198396e+06  NKNUSDT  \n",
      "9999                    7166002.0                  1.220458e+06  NKNUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'BNTUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-08-10 20:00:00+08:00  0.5720  0.5977  0.5439  0.5958  41307397.0   \n",
      "1    2023-08-10 21:00:00+08:00  0.5958  0.6185  0.5860  0.6080  94524644.0   \n",
      "2    2023-08-10 22:00:00+08:00  0.6081  0.6153  0.5870  0.6147  55436096.0   \n",
      "3    2023-08-10 23:00:00+08:00  0.6148  0.6175  0.5968  0.6050  39071539.0   \n",
      "4    2023-08-11 00:00:00+08:00  0.6051  0.6115  0.5970  0.6044  32874933.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "5206 2024-03-14 18:00:00+08:00  1.0085  1.0155  1.0051  1.0084    414679.0   \n",
      "5207 2024-03-14 19:00:00+08:00  1.0084  1.0097  0.9873  1.0023    565654.0   \n",
      "5208 2024-03-14 20:00:00+08:00  1.0021  1.0102  0.9952  1.0010    974913.0   \n",
      "5209 2024-03-14 21:00:00+08:00  1.0010  1.0014  0.9450  0.9574   2021893.0   \n",
      "5210 2024-03-14 22:00:00+08:00  0.9576  0.9799  0.9568  0.9706    819789.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-08-10 20:59:59.999000064+08:00  2.369011e+07    90547.0   \n",
      "1    2023-08-10 21:59:59.999000064+08:00  5.717206e+07   219732.0   \n",
      "2    2023-08-10 22:59:59.999000064+08:00  3.344981e+07   140758.0   \n",
      "3    2023-08-10 23:59:59.999000064+08:00  2.370837e+07   110478.0   \n",
      "4    2023-08-11 00:59:59.999000064+08:00  1.988074e+07    92454.0   \n",
      "...                                  ...           ...        ...   \n",
      "5206 2024-03-14 18:59:59.999000064+08:00  4.189508e+05     6925.0   \n",
      "5207 2024-03-14 19:59:59.999000064+08:00  5.655854e+05     7951.0   \n",
      "5208 2024-03-14 20:59:59.999000064+08:00  9.776725e+05    10724.0   \n",
      "5209 2024-03-14 21:59:59.999000064+08:00  1.963351e+06    18781.0   \n",
      "5210 2024-03-14 22:59:59.999000064+08:00  7.948520e+05    10737.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                      20409081.0                  1.171377e+07  BNTUSDT  \n",
      "1                      46092758.0                  2.788870e+07  BNTUSDT  \n",
      "2                      27504293.0                  1.660956e+07  BNTUSDT  \n",
      "3                      19308791.0                  1.172099e+07  BNTUSDT  \n",
      "4                      16780050.0                  1.015269e+07  BNTUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "5206                     238428.0                  2.408730e+05  BNTUSDT  \n",
      "5207                     220532.0                  2.205688e+05  BNTUSDT  \n",
      "5208                     431271.0                  4.325011e+05  BNTUSDT  \n",
      "5209                     931755.0                  9.035331e+05  BNTUSDT  \n",
      "5210                     445832.0                  4.321187e+05  BNTUSDT  \n",
      "\n",
      "[5211 rows x 12 columns], 'PENDLEUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-07-28 10:00:00+08:00  0.7638  0.7991  0.7493  0.7868  1477166.0   \n",
      "1    2023-07-28 11:00:00+08:00  0.7868  0.7946  0.7770  0.7834  1538228.0   \n",
      "2    2023-07-28 12:00:00+08:00  0.7836  0.8149  0.7834  0.8017  4344612.0   \n",
      "3    2023-07-28 13:00:00+08:00  0.8017  0.8073  0.7860  0.8012  3042086.0   \n",
      "4    2023-07-28 14:00:00+08:00  0.8012  0.8272  0.7922  0.8235  5802067.0   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "5528 2024-03-14 18:00:00+08:00  2.9465  2.9492  2.8952  2.9064   444064.0   \n",
      "5529 2024-03-14 19:00:00+08:00  2.9062  2.9150  2.8679  2.8973   424598.0   \n",
      "5530 2024-03-14 20:00:00+08:00  2.8974  2.9103  2.8645  2.8858   322472.0   \n",
      "5531 2024-03-14 21:00:00+08:00  2.8853  2.8888  2.7693  2.8088  1145124.0   \n",
      "5532 2024-03-14 22:00:00+08:00  2.8085  2.8705  2.7771  2.7991  1351224.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-07-28 10:59:59.999000064+08:00  1.150819e+06     6449.0   \n",
      "1    2023-07-28 11:59:59.999000064+08:00  1.207380e+06     7780.0   \n",
      "2    2023-07-28 12:59:59.999000064+08:00  3.482328e+06    23267.0   \n",
      "3    2023-07-28 13:59:59.999000064+08:00  2.428417e+06    14249.0   \n",
      "4    2023-07-28 14:59:59.999000064+08:00  4.696317e+06    23486.0   \n",
      "...                                  ...           ...        ...   \n",
      "5528 2024-03-14 18:59:59.999000064+08:00  1.299371e+06    10793.0   \n",
      "5529 2024-03-14 19:59:59.999000064+08:00  1.228107e+06    12874.0   \n",
      "5530 2024-03-14 20:59:59.999000064+08:00  9.304342e+05    11390.0   \n",
      "5531 2024-03-14 21:59:59.999000064+08:00  3.227935e+06    27804.0   \n",
      "5532 2024-03-14 22:59:59.999000064+08:00  3.815959e+06    24800.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume      symbol  \n",
      "0                        755719.0                  5.890444e+05  PENDLEUSDT  \n",
      "1                        702427.0                  5.515915e+05  PENDLEUSDT  \n",
      "2                       2124769.0                  1.702426e+06  PENDLEUSDT  \n",
      "3                       1469009.0                  1.173524e+06  PENDLEUSDT  \n",
      "4                       3024700.0                  2.449870e+06  PENDLEUSDT  \n",
      "...                           ...                           ...         ...  \n",
      "5528                     157909.0                  4.622241e+05  PENDLEUSDT  \n",
      "5529                     199630.0                  5.776458e+05  PENDLEUSDT  \n",
      "5530                     176492.0                  5.093959e+05  PENDLEUSDT  \n",
      "5531                     496401.0                  1.399459e+06  PENDLEUSDT  \n",
      "5532                     551489.0                  1.557204e+06  PENDLEUSDT  \n",
      "\n",
      "[5533 rows x 12 columns], 'FRONTUSDT':              candle_begin_time    open    high     low   close       volume  \\\n",
      "0    2023-09-22 22:00:00+08:00  0.3574  0.4350  0.3574  0.4259   58233508.0   \n",
      "1    2023-09-22 23:00:00+08:00  0.4257  0.4285  0.3650  0.3775  102744201.0   \n",
      "2    2023-09-23 00:00:00+08:00  0.3778  0.4120  0.3659  0.3802   82542449.0   \n",
      "3    2023-09-23 01:00:00+08:00  0.3804  0.3860  0.3496  0.3657   87752269.0   \n",
      "4    2023-09-23 02:00:00+08:00  0.3659  0.3890  0.3645  0.3840   24595620.0   \n",
      "...                        ...     ...     ...     ...     ...          ...   \n",
      "4172 2024-03-14 18:00:00+08:00  1.1626  1.1844  1.1607  1.1744    3135804.0   \n",
      "4173 2024-03-14 19:00:00+08:00  1.1744  1.2260  1.1651  1.2141    8410306.0   \n",
      "4174 2024-03-14 20:00:00+08:00  1.2141  1.2682  1.2043  1.2523   11995818.0   \n",
      "4175 2024-03-14 21:00:00+08:00  1.2523  1.2700  1.2215  1.2565   11737918.0   \n",
      "4176 2024-03-14 22:00:00+08:00  1.2568  1.3955  1.2490  1.3663   24647459.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-09-22 22:59:59.999000064+08:00  2.459920e+07    86415.0   \n",
      "1    2023-09-22 23:59:59.999000064+08:00  4.009384e+07   171843.0   \n",
      "2    2023-09-23 00:59:59.999000064+08:00  3.195709e+07   154217.0   \n",
      "3    2023-09-23 01:59:59.999000064+08:00  3.231260e+07   178002.0   \n",
      "4    2023-09-23 02:59:59.999000064+08:00  9.247811e+06    58127.0   \n",
      "...                                  ...           ...        ...   \n",
      "4172 2024-03-14 18:59:59.999000064+08:00  3.678619e+06    30992.0   \n",
      "4173 2024-03-14 19:59:59.999000064+08:00  1.006753e+07    72968.0   \n",
      "4174 2024-03-14 20:59:59.999000064+08:00  1.489638e+07   102714.0   \n",
      "4175 2024-03-14 21:59:59.999000064+08:00  1.464844e+07    92952.0   \n",
      "4176 2024-03-14 22:59:59.999000064+08:00  3.261249e+07   177132.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume     symbol  \n",
      "0                      29003577.0                  1.226261e+07  FRONTUSDT  \n",
      "1                      48592987.0                  1.897176e+07  FRONTUSDT  \n",
      "2                      41045876.0                  1.591065e+07  FRONTUSDT  \n",
      "3                      43347655.0                  1.600235e+07  FRONTUSDT  \n",
      "4                      12614593.0                  4.749340e+06  FRONTUSDT  \n",
      "...                           ...                           ...        ...  \n",
      "4172                    1409378.0                  1.653636e+06  FRONTUSDT  \n",
      "4173                    4329938.0                  5.186690e+06  FRONTUSDT  \n",
      "4174                    6100961.0                  7.577118e+06  FRONTUSDT  \n",
      "4175                    5806594.0                  7.252188e+06  FRONTUSDT  \n",
      "4176                   12847440.0                  1.699633e+07  FRONTUSDT  \n",
      "\n",
      "[4177 rows x 12 columns], '1000SATSUSDT':              candle_begin_time      open      high       low     close  \\\n",
      "0    2023-12-12 22:00:00+08:00  0.000526  0.000554  0.000484  0.000500   \n",
      "1    2023-12-12 23:00:00+08:00  0.000501  0.000501  0.000437  0.000495   \n",
      "2    2023-12-13 00:00:00+08:00  0.000495  0.000525  0.000472  0.000503   \n",
      "3    2023-12-13 01:00:00+08:00  0.000502  0.000513  0.000477  0.000505   \n",
      "4    2023-12-13 02:00:00+08:00  0.000505  0.000552  0.000501  0.000547   \n",
      "...                        ...       ...       ...       ...       ...   \n",
      "2228 2024-03-14 18:00:00+08:00  0.000650  0.000652  0.000636  0.000639   \n",
      "2229 2024-03-14 19:00:00+08:00  0.000639  0.000640  0.000626  0.000634   \n",
      "2230 2024-03-14 20:00:00+08:00  0.000634  0.000637  0.000625  0.000631   \n",
      "2231 2024-03-14 21:00:00+08:00  0.000631  0.000633  0.000603  0.000614   \n",
      "2232 2024-03-14 22:00:00+08:00  0.000614  0.000624  0.000612  0.000619   \n",
      "\n",
      "            volume                          close_time  quote_volume  \\\n",
      "0     9.564633e+10 2023-12-12 22:59:59.999000064+08:00  4.896694e+07   \n",
      "1     1.494143e+11 2023-12-12 23:59:59.999000064+08:00  7.011758e+07   \n",
      "2     1.144867e+11 2023-12-13 00:59:59.999000064+08:00  5.764603e+07   \n",
      "3     5.114447e+10 2023-12-13 01:59:59.999000064+08:00  2.547197e+07   \n",
      "4     5.120500e+10 2023-12-13 02:59:59.999000064+08:00  2.678652e+07   \n",
      "...            ...                                 ...           ...   \n",
      "2228  1.033734e+10 2024-03-14 18:59:59.999000064+08:00  6.655670e+06   \n",
      "2229  1.697292e+10 2024-03-14 19:59:59.999000064+08:00  1.073568e+07   \n",
      "2230  1.137420e+10 2024-03-14 20:59:59.999000064+08:00  7.171088e+06   \n",
      "2231  2.891318e+10 2024-03-14 21:59:59.999000064+08:00  1.782646e+07   \n",
      "2232  1.813392e+10 2024-03-14 22:59:59.999000064+08:00  1.119026e+07   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0      139383.0                 4.496135e+10                  2.303496e+07   \n",
      "1      194663.0                 7.417481e+10                  3.485166e+07   \n",
      "2      197743.0                 5.571641e+10                  2.808354e+07   \n",
      "3      107366.0                 2.455921e+10                  1.224612e+07   \n",
      "4      117033.0                 2.677556e+10                  1.402798e+07   \n",
      "...         ...                          ...                           ...   \n",
      "2228    34316.0                 4.584606e+09                  2.952742e+06   \n",
      "2229    45697.0                 7.831851e+09                  4.956032e+06   \n",
      "2230    36272.0                 5.681221e+09                  3.582671e+06   \n",
      "2231    83454.0                 1.174583e+10                  7.239306e+06   \n",
      "2232    63986.0                 8.798109e+09                  5.432124e+06   \n",
      "\n",
      "            symbol  \n",
      "0     1000SATSUSDT  \n",
      "1     1000SATSUSDT  \n",
      "2     1000SATSUSDT  \n",
      "3     1000SATSUSDT  \n",
      "4     1000SATSUSDT  \n",
      "...            ...  \n",
      "2228  1000SATSUSDT  \n",
      "2229  1000SATSUSDT  \n",
      "2230  1000SATSUSDT  \n",
      "2231  1000SATSUSDT  \n",
      "2232  1000SATSUSDT  \n",
      "\n",
      "[2233 rows x 12 columns], 'ARUSDT':              candle_begin_time    open    high     low   close    volume  \\\n",
      "0    2023-01-23 07:00:00+08:00   9.718   9.772   9.677   9.711  123491.0   \n",
      "1    2023-01-23 08:00:00+08:00   9.711   9.935   9.710   9.868  122882.6   \n",
      "2    2023-01-23 09:00:00+08:00   9.868  10.220   9.861   9.983  191447.9   \n",
      "3    2023-01-23 10:00:00+08:00   9.985  10.274   9.978  10.211  174863.1   \n",
      "4    2023-01-23 11:00:00+08:00  10.210  10.232   9.981  10.001  122465.8   \n",
      "...                        ...     ...     ...     ...     ...       ...   \n",
      "9995 2024-03-14 18:00:00+08:00  38.302  38.536  37.360  37.479   68453.9   \n",
      "9996 2024-03-14 19:00:00+08:00  37.476  37.544  36.884  37.472   73028.6   \n",
      "9997 2024-03-14 20:00:00+08:00  37.470  37.968  37.150  37.328   59100.3   \n",
      "9998 2024-03-14 21:00:00+08:00  37.327  37.337  35.593  35.977  208626.7   \n",
      "9999 2024-03-14 22:00:00+08:00  35.978  36.957  35.953  36.529  127658.5   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.200734e+06     7134.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.208892e+06     7752.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.926907e+06     9876.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.772700e+06     8716.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.238877e+06     7276.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  2.594165e+06    21430.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  2.717966e+06    22207.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  2.216617e+06    21759.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  7.594883e+06    57956.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  4.668917e+06    39864.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume  symbol  \n",
      "0                         53248.7                  5.178595e+05  ARUSDT  \n",
      "1                         65443.8                  6.436917e+05  ARUSDT  \n",
      "2                         94530.2                  9.509652e+05  ARUSDT  \n",
      "3                         91576.7                  9.282973e+05  ARUSDT  \n",
      "4                         48403.3                  4.900159e+05  ARUSDT  \n",
      "...                           ...                           ...     ...  \n",
      "9995                      29582.0                  1.121583e+06  ARUSDT  \n",
      "9996                      36560.3                  1.360986e+06  ARUSDT  \n",
      "9997                      25528.3                  9.573158e+05  ARUSDT  \n",
      "9998                      91732.4                  3.339090e+06  ARUSDT  \n",
      "9999                      66704.0                  2.439456e+06  ARUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'OMUSDT':             candle_begin_time     open     high      low    close      volume  \\\n",
      "0   2024-02-13 22:00:00+08:00  0.30000  0.30000  0.28386  0.28594  11859222.8   \n",
      "1   2024-02-13 23:00:00+08:00  0.28550  0.29677  0.28489  0.29332   6221387.6   \n",
      "2   2024-02-14 00:00:00+08:00  0.29308  0.29360  0.28822  0.28921   2887022.0   \n",
      "3   2024-02-14 01:00:00+08:00  0.28922  0.29137  0.27888  0.28620   5267259.7   \n",
      "4   2024-02-14 02:00:00+08:00  0.28601  0.28632  0.26500  0.26630   5566009.5   \n",
      "..                        ...      ...      ...      ...      ...         ...   \n",
      "716 2024-03-14 18:00:00+08:00  0.32782  0.32858  0.32371  0.32457    678817.2   \n",
      "717 2024-03-14 19:00:00+08:00  0.32456  0.35565  0.32009  0.34701  21056734.5   \n",
      "718 2024-03-14 20:00:00+08:00  0.34700  0.37402  0.34520  0.34566  45566441.2   \n",
      "719 2024-03-14 21:00:00+08:00  0.34573  0.36550  0.34486  0.36102  21415604.6   \n",
      "720 2024-03-14 22:00:00+08:00  0.36103  0.36460  0.34835  0.35490  15803970.6   \n",
      "\n",
      "                             close_time  quote_volume  trade_num  \\\n",
      "0   2024-02-13 22:59:59.999000064+08:00  3.440013e+06    11764.0   \n",
      "1   2024-02-13 23:59:59.999000064+08:00  1.810397e+06     7761.0   \n",
      "2   2024-02-14 00:59:59.999000064+08:00  8.403496e+05     6188.0   \n",
      "3   2024-02-14 01:59:59.999000064+08:00  1.499786e+06    10098.0   \n",
      "4   2024-02-14 02:59:59.999000064+08:00  1.538510e+06    11167.0   \n",
      "..                                  ...           ...        ...   \n",
      "716 2024-03-14 18:59:59.999000064+08:00  2.214201e+05     4940.0   \n",
      "717 2024-03-14 19:59:59.999000064+08:00  7.248505e+06    60052.0   \n",
      "718 2024-03-14 20:59:59.999000064+08:00  1.643277e+07   139604.0   \n",
      "719 2024-03-14 21:59:59.999000064+08:00  7.590810e+06    66636.0   \n",
      "720 2024-03-14 22:59:59.999000064+08:00  5.604356e+06    52509.0   \n",
      "\n",
      "     taker_buy_base_asset_volume  taker_buy_quote_asset_volume  symbol  \n",
      "0                      5664980.4                  1.643836e+06  OMUSDT  \n",
      "1                      3097139.3                  9.012933e+05  OMUSDT  \n",
      "2                      1283767.2                  3.740160e+05  OMUSDT  \n",
      "3                      2692459.7                  7.670727e+05  OMUSDT  \n",
      "4                      2292246.1                  6.341483e+05  OMUSDT  \n",
      "..                           ...                           ...     ...  \n",
      "716                     282939.4                  9.227343e+04  OMUSDT  \n",
      "717                   10954125.2                  3.771833e+06  OMUSDT  \n",
      "718                   22845359.9                  8.241323e+06  OMUSDT  \n",
      "719                   10749966.0                  3.809576e+06  OMUSDT  \n",
      "720                    7220919.1                  2.560931e+06  OMUSDT  \n",
      "\n",
      "[721 rows x 12 columns], 'CHZUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.13483  0.13622  0.13443  0.13593   \n",
      "1    2023-01-23 08:00:00+08:00  0.13594  0.13779  0.13573  0.13705   \n",
      "2    2023-01-23 09:00:00+08:00  0.13707  0.13932  0.13707  0.13786   \n",
      "3    2023-01-23 10:00:00+08:00  0.13787  0.13916  0.13774  0.13889   \n",
      "4    2023-01-23 11:00:00+08:00  0.13888  0.13912  0.13710  0.13720   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.16183  0.16235  0.16039  0.16086   \n",
      "9996 2024-03-14 19:00:00+08:00  0.16088  0.16138  0.15821  0.16002   \n",
      "9997 2024-03-14 20:00:00+08:00  0.16001  0.16114  0.15875  0.15973   \n",
      "9998 2024-03-14 21:00:00+08:00  0.15974  0.16018  0.15317  0.15516   \n",
      "9999 2024-03-14 22:00:00+08:00  0.15518  0.15827  0.15504  0.15713   \n",
      "\n",
      "          volume                          close_time  quote_volume  trade_num  \\\n",
      "0     23091828.0 2023-01-23 07:59:59.999000064+08:00  3.129445e+06    11908.0   \n",
      "1     44502004.0 2023-01-23 08:59:59.999000064+08:00  6.088642e+06    20272.0   \n",
      "2     43108748.0 2023-01-23 09:59:59.999000064+08:00  5.971041e+06    19253.0   \n",
      "3     27596935.0 2023-01-23 10:59:59.999000064+08:00  3.820370e+06    12604.0   \n",
      "4     23421321.0 2023-01-23 11:59:59.999000064+08:00  3.232670e+06    11182.0   \n",
      "...          ...                                 ...           ...        ...   \n",
      "9995  13127280.0 2024-03-14 18:59:59.999000064+08:00  2.119454e+06    16955.0   \n",
      "9996  32324545.0 2024-03-14 19:59:59.999000064+08:00  5.161349e+06    29751.0   \n",
      "9997  16054642.0 2024-03-14 20:59:59.999000064+08:00  2.567452e+06    23149.0   \n",
      "9998  49493867.0 2024-03-14 21:59:59.999000064+08:00  7.716344e+06    51537.0   \n",
      "9999  31772297.0 2024-03-14 22:59:59.999000064+08:00  4.974577e+06    38856.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                      11711910.0                  1.587203e+06  CHZUSDT  \n",
      "1                      22630440.0                  3.095855e+06  CHZUSDT  \n",
      "2                      21289819.0                  2.948606e+06  CHZUSDT  \n",
      "3                      13563796.0                  1.877659e+06  CHZUSDT  \n",
      "4                      10389848.0                  1.433943e+06  CHZUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                    6865851.0                  1.108791e+06  CHZUSDT  \n",
      "9996                   15323318.0                  2.447010e+06  CHZUSDT  \n",
      "9997                    7397956.0                  1.183484e+06  CHZUSDT  \n",
      "9998                   21872965.0                  3.407203e+06  CHZUSDT  \n",
      "9999                   15195080.0                  2.378915e+06  CHZUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'ETHWUSDT':              candle_begin_time   open   high    low  close     volume  \\\n",
      "0    2023-11-28 20:00:00+08:00  3.016  3.080  2.886  2.886   631334.0   \n",
      "1    2023-11-28 21:00:00+08:00  2.885  2.942  2.818  2.930  1017812.0   \n",
      "2    2023-11-28 22:00:00+08:00  2.930  2.933  2.816  2.893   678820.0   \n",
      "3    2023-11-28 23:00:00+08:00  2.893  2.930  2.842  2.882   427625.0   \n",
      "4    2023-11-29 00:00:00+08:00  2.881  3.110  2.880  2.975  1434520.0   \n",
      "...                        ...    ...    ...    ...    ...        ...   \n",
      "2566 2024-03-14 18:00:00+08:00  4.580  4.581  4.521  4.532    49390.0   \n",
      "2567 2024-03-14 19:00:00+08:00  4.533  4.586  4.505  4.553   145579.0   \n",
      "2568 2024-03-14 20:00:00+08:00  4.553  4.582  4.518  4.541    69901.0   \n",
      "2569 2024-03-14 21:00:00+08:00  4.541  4.560  4.310  4.380   356635.0   \n",
      "2570 2024-03-14 22:00:00+08:00  4.381  4.518  4.380  4.457   225646.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-11-28 20:59:59.999000064+08:00   1863690.203     7955.0   \n",
      "1    2023-11-28 21:59:59.999000064+08:00   2934787.749    13403.0   \n",
      "2    2023-11-28 22:59:59.999000064+08:00   1948375.258    10935.0   \n",
      "3    2023-11-28 23:59:59.999000064+08:00   1236674.939     6963.0   \n",
      "4    2023-11-29 00:59:59.999000064+08:00   4295359.752    21173.0   \n",
      "...                                  ...           ...        ...   \n",
      "2566 2024-03-14 18:59:59.999000064+08:00    224840.674     2884.0   \n",
      "2567 2024-03-14 19:59:59.999000064+08:00    662233.271     6655.0   \n",
      "2568 2024-03-14 20:59:59.999000064+08:00    317464.916     3662.0   \n",
      "2569 2024-03-14 21:59:59.999000064+08:00   1573822.159    14930.0   \n",
      "2570 2024-03-14 22:59:59.999000064+08:00   1003105.301    11429.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                        271111.0                    800896.996  ETHWUSDT  \n",
      "1                        504381.0                   1454131.456  ETHWUSDT  \n",
      "2                        302087.0                    868070.173  ETHWUSDT  \n",
      "3                        193082.0                    559294.851  ETHWUSDT  \n",
      "4                        716089.0                   2143659.543  ETHWUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "2566                      27590.0                    125624.819  ETHWUSDT  \n",
      "2567                      79943.0                    363599.936  ETHWUSDT  \n",
      "2568                      31408.0                    142697.342  ETHWUSDT  \n",
      "2569                     139216.0                    614635.182  ETHWUSDT  \n",
      "2570                     118366.0                    526339.881  ETHWUSDT  \n",
      "\n",
      "[2571 rows x 12 columns], 'IDEXUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-05-03 20:00:00+08:00  0.12109  0.12130  0.11307  0.11691   \n",
      "1    2023-05-03 21:00:00+08:00  0.11683  0.11963  0.11341  0.11869   \n",
      "2    2023-05-03 22:00:00+08:00  0.11864  0.12080  0.11510  0.11742   \n",
      "3    2023-05-03 23:00:00+08:00  0.11742  0.11842  0.11501  0.11627   \n",
      "4    2023-05-04 00:00:00+08:00  0.11624  0.11987  0.11271  0.11922   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "7582 2024-03-14 18:00:00+08:00  0.08890  0.08899  0.08750  0.08774   \n",
      "7583 2024-03-14 19:00:00+08:00  0.08772  0.08789  0.08633  0.08737   \n",
      "7584 2024-03-14 20:00:00+08:00  0.08737  0.08790  0.08564  0.08609   \n",
      "7585 2024-03-14 21:00:00+08:00  0.08606  0.08634  0.08220  0.08326   \n",
      "7586 2024-03-14 22:00:00+08:00  0.08325  0.08518  0.08320  0.08456   \n",
      "\n",
      "          volume                          close_time  quote_volume  trade_num  \\\n",
      "0     35274629.0 2023-05-03 20:59:59.999000064+08:00  4.095256e+06    20786.0   \n",
      "1     20941844.0 2023-05-03 21:59:59.999000064+08:00  2.432911e+06    12371.0   \n",
      "2     30493093.0 2023-05-03 22:59:59.999000064+08:00  3.595070e+06    19656.0   \n",
      "3     22287291.0 2023-05-03 23:59:59.999000064+08:00  2.597990e+06    16711.0   \n",
      "4     36441130.0 2023-05-04 00:59:59.999000064+08:00  4.214877e+06    25002.0   \n",
      "...          ...                                 ...           ...        ...   \n",
      "7582   2004286.0 2024-03-14 18:59:59.999000064+08:00  1.770978e+05     3705.0   \n",
      "7583   4394083.0 2024-03-14 19:59:59.999000064+08:00  3.827648e+05     5522.0   \n",
      "7584   5095793.0 2024-03-14 20:59:59.999000064+08:00  4.409061e+05     6343.0   \n",
      "7585  10634792.0 2024-03-14 21:59:59.999000064+08:00  8.951549e+05    13180.0   \n",
      "7586   6816916.0 2024-03-14 22:59:59.999000064+08:00  5.739898e+05     8517.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                      17605537.0                  2.043488e+06  IDEXUSDT  \n",
      "1                      11258974.0                  1.308494e+06  IDEXUSDT  \n",
      "2                      16243359.0                  1.915929e+06  IDEXUSDT  \n",
      "3                      10738568.0                  1.251917e+06  IDEXUSDT  \n",
      "4                      20232029.0                  2.342495e+06  IDEXUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "7582                     898602.0                  7.935762e+04  IDEXUSDT  \n",
      "7583                    1966785.0                  1.713338e+05  IDEXUSDT  \n",
      "7584                    1942224.0                  1.682289e+05  IDEXUSDT  \n",
      "7585                    5137727.0                  4.325959e+05  IDEXUSDT  \n",
      "7586                    3825631.0                  3.221783e+05  IDEXUSDT  \n",
      "\n",
      "[7587 rows x 12 columns], 'ROSEUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.05398  0.05425  0.05373  0.05386   \n",
      "1    2023-01-23 08:00:00+08:00  0.05385  0.05455  0.05338  0.05424   \n",
      "2    2023-01-23 09:00:00+08:00  0.05424  0.05507  0.05419  0.05423   \n",
      "3    2023-01-23 10:00:00+08:00  0.05424  0.05490  0.05424  0.05471   \n",
      "4    2023-01-23 11:00:00+08:00  0.05471  0.05485  0.05384  0.05397   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.17096  0.17119  0.16709  0.16796   \n",
      "9996 2024-03-14 19:00:00+08:00  0.16798  0.16820  0.16516  0.16672   \n",
      "9997 2024-03-14 20:00:00+08:00  0.16669  0.16794  0.16489  0.16573   \n",
      "9998 2024-03-14 21:00:00+08:00  0.16574  0.16614  0.15919  0.16174   \n",
      "9999 2024-03-14 22:00:00+08:00  0.16177  0.16445  0.16161  0.16270   \n",
      "\n",
      "          volume                          close_time  quote_volume  trade_num  \\\n",
      "0     20088786.0 2023-01-23 07:59:59.999000064+08:00  1.084976e+06     6193.0   \n",
      "1     28985362.0 2023-01-23 08:59:59.999000064+08:00  1.566563e+06     8912.0   \n",
      "2     24419479.0 2023-01-23 09:59:59.999000064+08:00  1.335353e+06     7089.0   \n",
      "3     15646667.0 2023-01-23 10:59:59.999000064+08:00  8.537645e+05     4821.0   \n",
      "4     16812602.0 2023-01-23 11:59:59.999000064+08:00  9.126841e+05     5556.0   \n",
      "...          ...                                 ...           ...        ...   \n",
      "9995   6274765.0 2024-03-14 18:59:59.999000064+08:00  1.060988e+06    10008.0   \n",
      "9996  10013792.0 2024-03-14 19:59:59.999000064+08:00  1.666448e+06    14602.0   \n",
      "9997   6412588.0 2024-03-14 20:59:59.999000064+08:00  1.065446e+06    11446.0   \n",
      "9998  29069892.0 2024-03-14 21:59:59.999000064+08:00  4.723396e+06    36784.0   \n",
      "9999  18068658.0 2024-03-14 22:59:59.999000064+08:00  2.945345e+06    26547.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                      10454352.0                  5.646067e+05  ROSEUSDT  \n",
      "1                      14564371.0                  7.872910e+05  ROSEUSDT  \n",
      "2                      12369443.0                  6.766146e+05  ROSEUSDT  \n",
      "3                       7805949.0                  4.260509e+05  ROSEUSDT  \n",
      "4                       8614209.0                  4.676818e+05  ROSEUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9995                    2699288.0                  4.564014e+05  ROSEUSDT  \n",
      "9996                    4153863.0                  6.914413e+05  ROSEUSDT  \n",
      "9997                    3348655.0                  5.566932e+05  ROSEUSDT  \n",
      "9998                   13390276.0                  2.177256e+06  ROSEUSDT  \n",
      "9999                    8345484.0                  1.360894e+06  ROSEUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'RLCUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  1.6677  1.6742  1.6589  1.6688   879249.7   \n",
      "1    2023-01-23 08:00:00+08:00  1.6688  1.6983  1.6647  1.6908  1445809.9   \n",
      "2    2023-01-23 09:00:00+08:00  1.6913  1.7351  1.6904  1.7153  1194310.7   \n",
      "3    2023-01-23 10:00:00+08:00  1.7154  1.7285  1.7123  1.7234   757943.8   \n",
      "4    2023-01-23 11:00:00+08:00  1.7232  1.7310  1.7038  1.7112   916955.6   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  4.2650  4.2754  4.2025  4.2163   291102.3   \n",
      "9996 2024-03-14 19:00:00+08:00  4.2167  4.2549  4.1471  4.2330   522032.6   \n",
      "9997 2024-03-14 20:00:00+08:00  4.2332  4.3091  4.2169  4.2446   523184.7   \n",
      "9998 2024-03-14 21:00:00+08:00  4.2455  4.2633  4.0680  4.1425   694646.4   \n",
      "9999 2024-03-14 22:00:00+08:00  4.1412  4.2147  4.0645  4.1001   963575.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.466274e+06     8742.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  2.434010e+06    13746.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  2.048288e+06    12525.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.303277e+06     8739.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.575255e+06     7791.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  1.232663e+06    13312.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  2.196938e+06    18277.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  2.234914e+06    18792.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  2.887235e+06    25863.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  3.975439e+06    27495.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                        424949.0                  7.086529e+05  RLCUSDT  \n",
      "1                        702922.5                  1.183528e+06  RLCUSDT  \n",
      "2                        595198.5                  1.020623e+06  RLCUSDT  \n",
      "3                        362204.7                  6.228893e+05  RLCUSDT  \n",
      "4                        496049.0                  8.523889e+05  RLCUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                     138912.7                  5.883943e+05  RLCUSDT  \n",
      "9996                     258639.4                  1.088986e+06  RLCUSDT  \n",
      "9997                     290085.2                  1.239705e+06  RLCUSDT  \n",
      "9998                     301382.6                  1.252599e+06  RLCUSDT  \n",
      "9999                     407429.3                  1.681946e+06  RLCUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'HOTUSDT':              candle_begin_time      open      high       low     close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.002006  0.002016  0.002000  0.002011   \n",
      "1    2023-01-23 08:00:00+08:00  0.002012  0.002054  0.002011  0.002039   \n",
      "2    2023-01-23 09:00:00+08:00  0.002038  0.002069  0.002038  0.002051   \n",
      "3    2023-01-23 10:00:00+08:00  0.002051  0.002072  0.002051  0.002059   \n",
      "4    2023-01-23 11:00:00+08:00  0.002059  0.002062  0.002035  0.002041   \n",
      "...                        ...       ...       ...       ...       ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.004485  0.004494  0.004374  0.004397   \n",
      "9996 2024-03-14 19:00:00+08:00  0.004397  0.004412  0.004332  0.004389   \n",
      "9997 2024-03-14 20:00:00+08:00  0.004389  0.004424  0.004331  0.004373   \n",
      "9998 2024-03-14 21:00:00+08:00  0.004373  0.004385  0.004201  0.004260   \n",
      "9999 2024-03-14 22:00:00+08:00  0.004259  0.004362  0.004255  0.004311   \n",
      "\n",
      "            volume                          close_time  quote_volume  \\\n",
      "0     3.323968e+08 2023-01-23 07:59:59.999000064+08:00  6.679634e+05   \n",
      "1     6.267595e+08 2023-01-23 08:59:59.999000064+08:00  1.275927e+06   \n",
      "2     5.078712e+08 2023-01-23 09:59:59.999000064+08:00  1.044452e+06   \n",
      "3     2.810005e+08 2023-01-23 10:59:59.999000064+08:00  5.790376e+05   \n",
      "4     2.814913e+08 2023-01-23 11:59:59.999000064+08:00  5.761860e+05   \n",
      "...            ...                                 ...           ...   \n",
      "9995  6.307714e+08 2024-03-14 18:59:59.999000064+08:00  2.792793e+06   \n",
      "9996  8.336203e+08 2024-03-14 19:59:59.999000064+08:00  3.645207e+06   \n",
      "9997  7.368060e+08 2024-03-14 20:59:59.999000064+08:00  3.224012e+06   \n",
      "9998  1.567142e+09 2024-03-14 21:59:59.999000064+08:00  6.704963e+06   \n",
      "9999  8.486139e+08 2024-03-14 22:59:59.999000064+08:00  3.654682e+06   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0        3286.0                  170336611.0                  3.423644e+05   \n",
      "1        5794.0                  319046282.0                  6.492054e+05   \n",
      "2        4267.0                  247608624.0                  5.092554e+05   \n",
      "3        2758.0                  134547822.0                  2.772917e+05   \n",
      "4        3085.0                  155123645.0                  3.174513e+05   \n",
      "...         ...                          ...                           ...   \n",
      "9995    14874.0                  257127671.0                  1.139071e+06   \n",
      "9996    19769.0                  419039471.0                  1.832186e+06   \n",
      "9997    18941.0                  380585480.0                  1.665718e+06   \n",
      "9998    37581.0                  695218820.0                  2.973634e+06   \n",
      "9999    25866.0                  412233826.0                  1.775474e+06   \n",
      "\n",
      "       symbol  \n",
      "0     HOTUSDT  \n",
      "1     HOTUSDT  \n",
      "2     HOTUSDT  \n",
      "3     HOTUSDT  \n",
      "4     HOTUSDT  \n",
      "...       ...  \n",
      "9995  HOTUSDT  \n",
      "9996  HOTUSDT  \n",
      "9997  HOTUSDT  \n",
      "9998  HOTUSDT  \n",
      "9999  HOTUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'FOOTBALLUSDT':              candle_begin_time    open    high     low   close  volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  643.64  646.73  642.56  644.43  204.33   \n",
      "1    2023-01-23 08:00:00+08:00  644.52  651.27  644.41  648.51  353.81   \n",
      "2    2023-01-23 09:00:00+08:00  648.50  653.06  648.38  649.22  212.95   \n",
      "3    2023-01-23 10:00:00+08:00  649.28  655.12  649.12  654.96  156.01   \n",
      "4    2023-01-23 11:00:00+08:00  654.95  656.34  652.11  653.09  369.01   \n",
      "...                        ...     ...     ...     ...     ...     ...   \n",
      "9995 2024-03-14 18:00:00+08:00  632.74  637.89  629.51  629.76  222.93   \n",
      "9996 2024-03-14 19:00:00+08:00  629.76  630.14  620.54  627.80  286.29   \n",
      "9997 2024-03-14 20:00:00+08:00  627.76  634.82  626.02  628.05  286.84   \n",
      "9998 2024-03-14 21:00:00+08:00  628.00  628.68  606.59  611.60  839.49   \n",
      "9999 2024-03-14 22:00:00+08:00  611.60  625.19  611.58  621.04  539.40   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00   131735.7357     1318.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00   229343.2915     1812.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00   138657.4379     1200.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00   101834.2556     1039.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00   241537.5202     1597.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00   141202.4003     2642.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00   178904.5937     2572.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00   180668.8433     3118.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00   516449.8300     4942.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00   334080.5298     4281.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume        symbol  \n",
      "0                           89.83                    57930.8550  FOOTBALLUSDT  \n",
      "1                          185.32                   120094.3835  FOOTBALLUSDT  \n",
      "2                          100.88                    65690.1169  FOOTBALLUSDT  \n",
      "3                           96.56                    63033.9710  FOOTBALLUSDT  \n",
      "4                          149.65                    97963.6828  FOOTBALLUSDT  \n",
      "...                           ...                           ...           ...  \n",
      "9995                        90.81                    57543.4460  FOOTBALLUSDT  \n",
      "9996                       130.24                    81376.0532  FOOTBALLUSDT  \n",
      "9997                       141.84                    89340.3449  FOOTBALLUSDT  \n",
      "9998                       404.65                   248599.0964  FOOTBALLUSDT  \n",
      "9999                       244.90                   151669.3214  FOOTBALLUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'AXLUSDT':             candle_begin_time    open    high     low   close     volume  \\\n",
      "0   2024-03-01 23:00:00+08:00  2.0523  2.0910  1.9524  2.0184  1442109.7   \n",
      "1   2024-03-02 00:00:00+08:00  2.0187  2.0640  1.9784  1.9853  1703288.9   \n",
      "2   2024-03-02 01:00:00+08:00  1.9852  2.0082  1.9600  1.9754   956231.3   \n",
      "3   2024-03-02 02:00:00+08:00  1.9753  2.0011  1.9633  1.9833   860746.2   \n",
      "4   2024-03-02 03:00:00+08:00  1.9834  1.9980  1.9278  1.9524  1064842.6   \n",
      "..                        ...     ...     ...     ...     ...        ...   \n",
      "307 2024-03-14 18:00:00+08:00  2.1204  2.1228  2.0920  2.1031   546923.6   \n",
      "308 2024-03-14 19:00:00+08:00  2.1030  2.1087  2.0695  2.0792  1300563.1   \n",
      "309 2024-03-14 20:00:00+08:00  2.0802  2.1012  2.0540  2.0881  1395434.8   \n",
      "310 2024-03-14 21:00:00+08:00  2.0881  2.0927  2.0116  2.0393  1094012.3   \n",
      "311 2024-03-14 22:00:00+08:00  2.0393  2.0701  2.0350  2.0563  1109753.8   \n",
      "\n",
      "                             close_time  quote_volume  trade_num  \\\n",
      "0   2024-03-01 23:59:59.999000064+08:00  2.925203e+06    11951.0   \n",
      "1   2024-03-02 00:59:59.999000064+08:00  3.443537e+06    16941.0   \n",
      "2   2024-03-02 01:59:59.999000064+08:00  1.899362e+06    14565.0   \n",
      "3   2024-03-02 02:59:59.999000064+08:00  1.706701e+06    10425.0   \n",
      "4   2024-03-02 03:59:59.999000064+08:00  2.090176e+06    14695.0   \n",
      "..                                  ...           ...        ...   \n",
      "307 2024-03-14 18:59:59.999000064+08:00  1.153239e+06     7557.0   \n",
      "308 2024-03-14 19:59:59.999000064+08:00  2.710861e+06    13155.0   \n",
      "309 2024-03-14 20:59:59.999000064+08:00  2.899882e+06    17140.0   \n",
      "310 2024-03-14 21:59:59.999000064+08:00  2.240900e+06    19391.0   \n",
      "311 2024-03-14 22:59:59.999000064+08:00  2.276324e+06    15409.0   \n",
      "\n",
      "     taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       731083.6                  1.484463e+06  AXLUSDT  \n",
      "1                       815665.3                  1.650458e+06  AXLUSDT  \n",
      "2                       465614.3                  9.254857e+05  AXLUSDT  \n",
      "3                       433242.0                  8.594054e+05  AXLUSDT  \n",
      "4                       451149.3                  8.854559e+05  AXLUSDT  \n",
      "..                           ...                           ...      ...  \n",
      "307                     250739.4                  5.289604e+05  AXLUSDT  \n",
      "308                     589634.6                  1.229823e+06  AXLUSDT  \n",
      "309                     668607.3                  1.391342e+06  AXLUSDT  \n",
      "310                     475349.3                  9.744928e+05  AXLUSDT  \n",
      "311                     559334.8                  1.148295e+06  AXLUSDT  \n",
      "\n",
      "[312 rows x 12 columns], 'BADGERUSDT':              candle_begin_time   open   high    low  close     volume  \\\n",
      "0    2023-11-09 20:00:00+08:00  3.973  4.374  3.973  4.223  1498881.0   \n",
      "1    2023-11-09 21:00:00+08:00  4.224  4.954  4.188  4.820  6205234.0   \n",
      "2    2023-11-09 22:00:00+08:00  4.819  5.090  4.510  4.711  6480335.0   \n",
      "3    2023-11-09 23:00:00+08:00  4.716  4.931  4.063  4.355  4932200.0   \n",
      "4    2023-11-10 00:00:00+08:00  4.353  4.685  3.519  4.312  5559539.0   \n",
      "...                        ...    ...    ...    ...    ...        ...   \n",
      "3022 2024-03-14 18:00:00+08:00  6.081  6.093  5.928  5.961   125316.0   \n",
      "3023 2024-03-14 19:00:00+08:00  5.959  5.980  5.867  5.938   127845.0   \n",
      "3024 2024-03-14 20:00:00+08:00  5.936  5.983  5.897  5.935   107967.0   \n",
      "3025 2024-03-14 21:00:00+08:00  5.935  5.953  5.632  5.706   388255.0   \n",
      "3026 2024-03-14 22:00:00+08:00  5.705  5.824  5.703  5.764   195555.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-11-09 20:59:59.999000064+08:00  6.339410e+06    36955.0   \n",
      "1    2023-11-09 21:59:59.999000064+08:00  2.864909e+07   136539.0   \n",
      "2    2023-11-09 22:59:59.999000064+08:00  3.119541e+07   134910.0   \n",
      "3    2023-11-09 23:59:59.999000064+08:00  2.225858e+07   113947.0   \n",
      "4    2023-11-10 00:59:59.999000064+08:00  2.299848e+07   124303.0   \n",
      "...                                  ...           ...        ...   \n",
      "3022 2024-03-14 18:59:59.999000064+08:00  7.524731e+05     6006.0   \n",
      "3023 2024-03-14 19:59:59.999000064+08:00  7.562659e+05     7574.0   \n",
      "3024 2024-03-14 20:59:59.999000064+08:00  6.406575e+05     7576.0   \n",
      "3025 2024-03-14 21:59:59.999000064+08:00  2.234413e+06    14927.0   \n",
      "3026 2024-03-14 22:59:59.999000064+08:00  1.126272e+06    10056.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume      symbol  \n",
      "0                        665984.0                  2.818561e+06  BADGERUSDT  \n",
      "1                       2934043.0                  1.355545e+07  BADGERUSDT  \n",
      "2                       2987260.0                  1.438701e+07  BADGERUSDT  \n",
      "3                       2262751.0                  1.022755e+07  BADGERUSDT  \n",
      "4                       2580710.0                  1.069342e+07  BADGERUSDT  \n",
      "...                           ...                           ...         ...  \n",
      "3022                      45134.0                  2.712105e+05  BADGERUSDT  \n",
      "3023                      63387.0                  3.749816e+05  BADGERUSDT  \n",
      "3024                      53439.0                  3.170256e+05  BADGERUSDT  \n",
      "3025                     157692.0                  9.069922e+05  BADGERUSDT  \n",
      "3026                     100947.0                  5.816778e+05  BADGERUSDT  \n",
      "\n",
      "[3027 rows x 12 columns], 'WOOUSDT':              candle_begin_time     open     high      low    close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.19770  0.19999  0.19715  0.19931  5340824.0   \n",
      "1    2023-01-23 08:00:00+08:00  0.19929  0.20307  0.19923  0.20090  7846858.0   \n",
      "2    2023-01-23 09:00:00+08:00  0.20092  0.20337  0.20092  0.20114  5043548.0   \n",
      "3    2023-01-23 10:00:00+08:00  0.20110  0.20333  0.20066  0.20282  4665289.0   \n",
      "4    2023-01-23 11:00:00+08:00  0.20272  0.20308  0.19949  0.19998  3999646.0   \n",
      "...                        ...      ...      ...      ...      ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.55744  0.55933  0.54832  0.55076  2269527.0   \n",
      "9996 2024-03-14 19:00:00+08:00  0.55079  0.55312  0.54183  0.54445  3409713.0   \n",
      "9997 2024-03-14 20:00:00+08:00  0.54445  0.54780  0.53733  0.54283  3895837.0   \n",
      "9998 2024-03-14 21:00:00+08:00  0.54285  0.54508  0.52317  0.53145  6049083.0   \n",
      "9999 2024-03-14 22:00:00+08:00  0.53127  0.53938  0.52957  0.53341  4109499.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.060910e+06     6617.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.580297e+06     8434.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.019099e+06     6151.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  9.424279e+05     5497.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  8.049602e+05     5045.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  1.255679e+06    15826.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.861642e+06    22124.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  2.110348e+06    25365.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  3.223121e+06    41169.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  2.194280e+06    31494.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       2837959.0                  5.636941e+05  WOOUSDT  \n",
      "1                       4067021.0                  8.191553e+05  WOOUSDT  \n",
      "2                       2549575.0                  5.151102e+05  WOOUSDT  \n",
      "3                       2409699.0                  4.869740e+05  WOOUSDT  \n",
      "4                       1743603.0                  3.510680e+05  WOOUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                    1161724.0                  6.428876e+05  WOOUSDT  \n",
      "9996                    1616071.0                  8.826001e+05  WOOUSDT  \n",
      "9997                    1846368.0                  1.000575e+06  WOOUSDT  \n",
      "9998                    2740755.0                  1.461180e+06  WOOUSDT  \n",
      "9999                    1950632.0                  1.041986e+06  WOOUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'STEEMUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-11-08 22:00:00+08:00  0.2800  0.3005  0.2607  0.2762  21598638.0   \n",
      "1    2023-11-08 23:00:00+08:00  0.2760  0.3178  0.2742  0.2994  77873208.0   \n",
      "2    2023-11-09 00:00:00+08:00  0.2994  0.3046  0.2839  0.2979  32916848.0   \n",
      "3    2023-11-09 01:00:00+08:00  0.2980  0.3014  0.2844  0.2935  12143505.0   \n",
      "4    2023-11-09 02:00:00+08:00  0.2934  0.2978  0.2878  0.2895   7533929.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "3044 2024-03-14 18:00:00+08:00  0.3661  0.3681  0.3626  0.3641   1694600.0   \n",
      "3045 2024-03-14 19:00:00+08:00  0.3642  0.3653  0.3585  0.3630   2855437.0   \n",
      "3046 2024-03-14 20:00:00+08:00  0.3631  0.3654  0.3593  0.3611   2127640.0   \n",
      "3047 2024-03-14 21:00:00+08:00  0.3611  0.3630  0.3421  0.3456   6105377.0   \n",
      "3048 2024-03-14 22:00:00+08:00  0.3455  0.3542  0.3454  0.3514   3593079.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-11-08 22:59:59.999000064+08:00  6.033545e+06    30480.0   \n",
      "1    2023-11-08 23:59:59.999000064+08:00  2.336002e+07   109810.0   \n",
      "2    2023-11-09 00:59:59.999000064+08:00  9.714070e+06    61403.0   \n",
      "3    2023-11-09 01:59:59.999000064+08:00  3.564872e+06    25559.0   \n",
      "4    2023-11-09 02:59:59.999000064+08:00  2.200627e+06    15513.0   \n",
      "...                                  ...           ...        ...   \n",
      "3044 2024-03-14 18:59:59.999000064+08:00  6.184523e+05     4580.0   \n",
      "3045 2024-03-14 19:59:59.999000064+08:00  1.033912e+06     7753.0   \n",
      "3046 2024-03-14 20:59:59.999000064+08:00  7.701349e+05     7022.0   \n",
      "3047 2024-03-14 21:59:59.999000064+08:00  2.138392e+06    16467.0   \n",
      "3048 2024-03-14 22:59:59.999000064+08:00  1.259750e+06    12076.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume     symbol  \n",
      "0                       9947705.0                  2.779070e+06  STEEMUSDT  \n",
      "1                      37057643.0                  1.112340e+07  STEEMUSDT  \n",
      "2                      15112357.0                  4.464014e+06  STEEMUSDT  \n",
      "3                       5301106.0                  1.558349e+06  STEEMUSDT  \n",
      "4                       3481837.0                  1.017320e+06  STEEMUSDT  \n",
      "...                           ...                           ...        ...  \n",
      "3044                     873842.0                  3.190494e+05  STEEMUSDT  \n",
      "3045                    1443978.0                  5.229804e+05  STEEMUSDT  \n",
      "3046                    1005880.0                  3.642403e+05  STEEMUSDT  \n",
      "3047                    2533392.0                  8.876495e+05  STEEMUSDT  \n",
      "3048                    2028093.0                  7.112392e+05  STEEMUSDT  \n",
      "\n",
      "[3049 rows x 12 columns], 'ZILUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.02674  0.02704  0.02669  0.02700   \n",
      "1    2023-01-23 08:00:00+08:00  0.02700  0.02745  0.02692  0.02723   \n",
      "2    2023-01-23 09:00:00+08:00  0.02724  0.02863  0.02724  0.02781   \n",
      "3    2023-01-23 10:00:00+08:00  0.02781  0.02837  0.02772  0.02813   \n",
      "4    2023-01-23 11:00:00+08:00  0.02812  0.02812  0.02766  0.02773   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.04089  0.04097  0.04043  0.04056   \n",
      "9996 2024-03-14 19:00:00+08:00  0.04056  0.04104  0.04005  0.04042   \n",
      "9997 2024-03-14 20:00:00+08:00  0.04043  0.04057  0.03994  0.04019   \n",
      "9998 2024-03-14 21:00:00+08:00  0.04019  0.04032  0.03830  0.03882   \n",
      "9999 2024-03-14 22:00:00+08:00  0.03882  0.03970  0.03878  0.03939   \n",
      "\n",
      "           volume                          close_time  quote_volume  \\\n",
      "0      51130366.0 2023-01-23 07:59:59.999000064+08:00  1.374576e+06   \n",
      "1     105863708.0 2023-01-23 08:59:59.999000064+08:00  2.876726e+06   \n",
      "2     267195548.0 2023-01-23 09:59:59.999000064+08:00  7.492201e+06   \n",
      "3     113894393.0 2023-01-23 10:59:59.999000064+08:00  3.200279e+06   \n",
      "4      93535616.0 2023-01-23 11:59:59.999000064+08:00  2.606852e+06   \n",
      "...           ...                                 ...           ...   \n",
      "9995   46338724.0 2024-03-14 18:59:59.999000064+08:00  1.887939e+06   \n",
      "9996   95102503.0 2024-03-14 19:59:59.999000064+08:00  3.847474e+06   \n",
      "9997   52711280.0 2024-03-14 20:59:59.999000064+08:00  2.117415e+06   \n",
      "9998  251919618.0 2024-03-14 21:59:59.999000064+08:00  9.856741e+06   \n",
      "9999  113833247.0 2024-03-14 22:59:59.999000064+08:00  4.470821e+06   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0        5193.0                   27254686.0                  7.327317e+05   \n",
      "1        9131.0                   51267928.0                  1.393041e+06   \n",
      "2       17565.0                  133652077.0                  3.747075e+06   \n",
      "3        8944.0                   55328643.0                  1.554307e+06   \n",
      "4        7723.0                   40828762.0                  1.138340e+06   \n",
      "...         ...                          ...                           ...   \n",
      "9995     9948.0                   21327849.0                  8.689459e+05   \n",
      "9996    18128.0                   42647292.0                  1.725182e+06   \n",
      "9997    11858.0                   25554222.0                  1.026467e+06   \n",
      "9998    41838.0                  111118860.0                  4.349190e+06   \n",
      "9999    24875.0                   59043829.0                  2.319366e+06   \n",
      "\n",
      "       symbol  \n",
      "0     ZILUSDT  \n",
      "1     ZILUSDT  \n",
      "2     ZILUSDT  \n",
      "3     ZILUSDT  \n",
      "4     ZILUSDT  \n",
      "...       ...  \n",
      "9995  ZILUSDT  \n",
      "9996  ZILUSDT  \n",
      "9997  ZILUSDT  \n",
      "9998  ZILUSDT  \n",
      "9999  ZILUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'QNTUSDT':              candle_begin_time    open    high     low   close   volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  140.29  141.09  139.69  140.64   2797.4   \n",
      "1    2023-01-23 08:00:00+08:00  140.60  142.34  140.53  141.83   4133.0   \n",
      "2    2023-01-23 09:00:00+08:00  141.78  143.29  141.78  141.95   2480.7   \n",
      "3    2023-01-23 10:00:00+08:00  141.95  145.11  141.85  144.65   7004.0   \n",
      "4    2023-01-23 11:00:00+08:00  144.63  145.06  142.51  142.59   4485.1   \n",
      "...                        ...     ...     ...     ...     ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  140.39  140.89  138.98  139.63  10922.7   \n",
      "9996 2024-03-14 19:00:00+08:00  139.65  140.46  138.63  139.07  11392.0   \n",
      "9997 2024-03-14 20:00:00+08:00  139.07  142.52  138.13  138.80  13357.9   \n",
      "9998 2024-03-14 21:00:00+08:00  138.77  139.66  133.47  135.48  18756.0   \n",
      "9999 2024-03-14 22:00:00+08:00  135.43  137.94  135.08  135.81  10752.7   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00    392734.002     2640.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00    585182.235     3844.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00    353868.458     2394.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00   1007807.314     4482.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00    644751.874     3252.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00   1528194.860    10105.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00   1588357.341    10350.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00   1874123.993    14213.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00   2556547.614    22976.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00   1463905.451    14149.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                          1488.0                    208945.450  QNTUSDT  \n",
      "1                          1772.3                    250948.618  QNTUSDT  \n",
      "2                          1015.7                    144885.728  QNTUSDT  \n",
      "3                          4189.8                    602554.475  QNTUSDT  \n",
      "4                          1881.6                    270981.816  QNTUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                       5554.9                    777289.023  QNTUSDT  \n",
      "9996                       4770.8                    665095.591  QNTUSDT  \n",
      "9997                       7110.1                    997730.062  QNTUSDT  \n",
      "9998                       8639.9                   1178498.367  QNTUSDT  \n",
      "9999                       5243.3                    713658.601  QNTUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'GMXUSDT':              candle_begin_time   open   high    low  close    volume  \\\n",
      "0    2023-02-17 22:00:00+08:00  79.32  81.47  78.12  79.10  14597.69   \n",
      "1    2023-02-17 23:00:00+08:00  79.13  80.91  79.02  79.95  12728.09   \n",
      "2    2023-02-18 00:00:00+08:00  80.00  81.80  79.02  79.81  20226.34   \n",
      "3    2023-02-18 01:00:00+08:00  79.87  82.39  79.83  80.43  18262.85   \n",
      "4    2023-02-18 02:00:00+08:00  80.43  81.39  79.67  80.64  12669.56   \n",
      "...                        ...    ...    ...    ...    ...       ...   \n",
      "9380 2024-03-14 18:00:00+08:00  60.47  60.57  59.45  59.62  18578.55   \n",
      "9381 2024-03-14 19:00:00+08:00  59.60  59.64  58.62  59.04  33236.35   \n",
      "9382 2024-03-14 20:00:00+08:00  59.04  59.19  58.21  58.51  25132.54   \n",
      "9383 2024-03-14 21:00:00+08:00  58.52  58.68  56.13  56.80  75414.26   \n",
      "9384 2024-03-14 22:00:00+08:00  56.78  57.32  56.11  56.47  74469.27   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-02-17 22:59:59.999000064+08:00  1.171273e+06     5305.0   \n",
      "1    2023-02-17 23:59:59.999000064+08:00  1.020082e+06     5045.0   \n",
      "2    2023-02-18 00:59:59.999000064+08:00  1.630366e+06     9350.0   \n",
      "3    2023-02-18 01:59:59.999000064+08:00  1.481062e+06     6709.0   \n",
      "4    2023-02-18 02:59:59.999000064+08:00  1.019525e+06     5734.0   \n",
      "...                                  ...           ...        ...   \n",
      "9380 2024-03-14 18:59:59.999000064+08:00  1.112222e+06     6426.0   \n",
      "9381 2024-03-14 19:59:59.999000064+08:00  1.961477e+06    15349.0   \n",
      "9382 2024-03-14 20:59:59.999000064+08:00  1.472171e+06    12600.0   \n",
      "9383 2024-03-14 21:59:59.999000064+08:00  4.325535e+06    26498.0   \n",
      "9384 2024-03-14 22:59:59.999000064+08:00  4.231421e+06    21921.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                         7581.99                  6.094986e+05  GMXUSDT  \n",
      "1                         5198.81                  4.169082e+05  GMXUSDT  \n",
      "2                         8316.82                  6.706483e+05  GMXUSDT  \n",
      "3                         6844.92                  5.556193e+05  GMXUSDT  \n",
      "4                         6428.18                  5.175289e+05  GMXUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9380                      8036.30                  4.810420e+05  GMXUSDT  \n",
      "9381                     15523.13                  9.161306e+05  GMXUSDT  \n",
      "9382                     11739.57                  6.877610e+05  GMXUSDT  \n",
      "9383                     31469.44                  1.805049e+06  GMXUSDT  \n",
      "9384                     31241.26                  1.774776e+06  GMXUSDT  \n",
      "\n",
      "[9385 rows x 12 columns], 'BCHUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  128.39  128.82  127.97  128.49   23840.327   \n",
      "1    2023-01-23 08:00:00+08:00  128.51  130.42  128.37  129.86   44388.981   \n",
      "2    2023-01-23 09:00:00+08:00  129.85  130.94  129.77  129.94   26664.689   \n",
      "3    2023-01-23 10:00:00+08:00  129.95  130.94  129.54  130.84   34577.063   \n",
      "4    2023-01-23 11:00:00+08:00  130.84  134.46  130.78  131.85  104783.773   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "9995 2024-03-14 18:00:00+08:00  469.43  473.46  449.11  451.83   99374.125   \n",
      "9996 2024-03-14 19:00:00+08:00  451.82  453.74  442.12  445.57   82484.092   \n",
      "9997 2024-03-14 20:00:00+08:00  445.58  450.29  441.42  446.17   59991.595   \n",
      "9998 2024-03-14 21:00:00+08:00  446.18  453.31  431.52  436.84  123439.693   \n",
      "9999 2024-03-14 22:00:00+08:00  436.84  441.92  433.36  437.27   50256.899   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  3.062590e+06     7808.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  5.748916e+06    13653.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  3.478466e+06     8513.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  4.497781e+06    10409.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.386531e+07    30220.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  4.570322e+07    98932.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  3.683901e+07    86200.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  2.671827e+07    68806.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  5.470278e+07   136649.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  2.199410e+07    69790.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       10567.393                  1.357505e+06  BCHUSDT  \n",
      "1                       22423.526                  2.904428e+06  BCHUSDT  \n",
      "2                       13682.511                  1.784838e+06  BCHUSDT  \n",
      "3                       17154.810                  2.232722e+06  BCHUSDT  \n",
      "4                       57272.377                  7.577806e+06  BCHUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                    45804.898                  2.108879e+07  BCHUSDT  \n",
      "9996                    39063.638                  1.745745e+07  BCHUSDT  \n",
      "9997                    29917.108                  1.332415e+07  BCHUSDT  \n",
      "9998                    56372.365                  2.499731e+07  BCHUSDT  \n",
      "9999                    24054.355                  1.052625e+07  BCHUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'IOSTUSDT':              candle_begin_time      open      high       low     close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.009757  0.009781  0.009721  0.009738   \n",
      "1    2023-01-23 08:00:00+08:00  0.009737  0.009835  0.009730  0.009770   \n",
      "2    2023-01-23 09:00:00+08:00  0.009772  0.009880  0.009769  0.009804   \n",
      "3    2023-01-23 10:00:00+08:00  0.009808  0.009898  0.009789  0.009880   \n",
      "4    2023-01-23 11:00:00+08:00  0.009878  0.009885  0.009768  0.009784   \n",
      "...                        ...       ...       ...       ...       ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.013987  0.014000  0.013676  0.013718   \n",
      "9996 2024-03-14 19:00:00+08:00  0.013717  0.013783  0.013422  0.013625   \n",
      "9997 2024-03-14 20:00:00+08:00  0.013625  0.013703  0.013460  0.013543   \n",
      "9998 2024-03-14 21:00:00+08:00  0.013542  0.013578  0.013007  0.013137   \n",
      "9999 2024-03-14 22:00:00+08:00  0.013139  0.013445  0.013132  0.013305   \n",
      "\n",
      "           volume                          close_time  quote_volume  \\\n",
      "0      53514519.0 2023-01-23 07:59:59.999000064+08:00  5.218156e+05   \n",
      "1      69864485.0 2023-01-23 08:59:59.999000064+08:00  6.835882e+05   \n",
      "2      41720353.0 2023-01-23 09:59:59.999000064+08:00  4.101607e+05   \n",
      "3      30351077.0 2023-01-23 10:59:59.999000064+08:00  2.987984e+05   \n",
      "4      27352588.0 2023-01-23 11:59:59.999000064+08:00  2.687948e+05   \n",
      "...           ...                                 ...           ...   \n",
      "9995   71256347.0 2024-03-14 18:59:59.999000064+08:00  9.871281e+05   \n",
      "9996  131315692.0 2024-03-14 19:59:59.999000064+08:00  1.781931e+06   \n",
      "9997   66211143.0 2024-03-14 20:59:59.999000064+08:00  8.981129e+05   \n",
      "9998  179165937.0 2024-03-14 21:59:59.999000064+08:00  2.373426e+06   \n",
      "9999  169425492.0 2024-03-14 22:59:59.999000064+08:00  2.251895e+06   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0        3654.0                   25734333.0                  2.509038e+05   \n",
      "1        4896.0                   31522050.0                  3.084256e+05   \n",
      "2        2887.0                   19918148.0                  1.957243e+05   \n",
      "3        2609.0                   15674992.0                  1.542875e+05   \n",
      "4        2701.0                   13522379.0                  1.327793e+05   \n",
      "...         ...                          ...                           ...   \n",
      "9995     7592.0                   27813538.0                  3.848330e+05   \n",
      "9996    15136.0                   62740163.0                  8.519459e+05   \n",
      "9997    10304.0                   31837390.0                  4.318946e+05   \n",
      "9998    22913.0                   79400009.0                  1.053506e+06   \n",
      "9999    22468.0                   83341079.0                  1.108069e+06   \n",
      "\n",
      "        symbol  \n",
      "0     IOSTUSDT  \n",
      "1     IOSTUSDT  \n",
      "2     IOSTUSDT  \n",
      "3     IOSTUSDT  \n",
      "4     IOSTUSDT  \n",
      "...        ...  \n",
      "9995  IOSTUSDT  \n",
      "9996  IOSTUSDT  \n",
      "9997  IOSTUSDT  \n",
      "9998  IOSTUSDT  \n",
      "9999  IOSTUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'ARKMUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-07-28 10:00:00+08:00  0.5686  0.5791  0.5501  0.5652  3043159.0   \n",
      "1    2023-07-28 11:00:00+08:00  0.5651  0.5810  0.5586  0.5626  5062529.0   \n",
      "2    2023-07-28 12:00:00+08:00  0.5626  0.5800  0.5605  0.5670  4234194.0   \n",
      "3    2023-07-28 13:00:00+08:00  0.5670  0.5770  0.5621  0.5667  2359105.0   \n",
      "4    2023-07-28 14:00:00+08:00  0.5665  0.5782  0.5632  0.5735  2706032.0   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "5528 2024-03-14 18:00:00+08:00  3.1052  3.1827  3.0603  3.1635  5478404.0   \n",
      "5529 2024-03-14 19:00:00+08:00  3.1629  3.1634  3.0110  3.0891  5492398.0   \n",
      "5530 2024-03-14 20:00:00+08:00  3.0884  3.1053  3.0261  3.0984  2693099.0   \n",
      "5531 2024-03-14 21:00:00+08:00  3.0984  3.1036  2.9060  2.9820  5321945.0   \n",
      "5532 2024-03-14 22:00:00+08:00  2.9819  3.0497  2.9587  2.9921  3672885.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-07-28 10:59:59.999000064+08:00  1.710489e+06     7800.0   \n",
      "1    2023-07-28 11:59:59.999000064+08:00  2.885193e+06    15568.0   \n",
      "2    2023-07-28 12:59:59.999000064+08:00  2.431147e+06    15471.0   \n",
      "3    2023-07-28 13:59:59.999000064+08:00  1.341836e+06     8717.0   \n",
      "4    2023-07-28 14:59:59.999000064+08:00  1.548083e+06     9788.0   \n",
      "...                                  ...           ...        ...   \n",
      "5528 2024-03-14 18:59:59.999000064+08:00  1.709348e+07   102811.0   \n",
      "5529 2024-03-14 19:59:59.999000064+08:00  1.692280e+07    88502.0   \n",
      "5530 2024-03-14 20:59:59.999000064+08:00  8.251985e+06    61872.0   \n",
      "5531 2024-03-14 21:59:59.999000064+08:00  1.590308e+07    95880.0   \n",
      "5532 2024-03-14 22:59:59.999000064+08:00  1.101700e+07    71577.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                       1590549.0                  8.944936e+05  ARKMUSDT  \n",
      "1                       2609166.0                  1.486655e+06  ARKMUSDT  \n",
      "2                       2055867.0                  1.181378e+06  ARKMUSDT  \n",
      "3                       1180536.0                  6.714206e+05  ARKMUSDT  \n",
      "4                       1277126.0                  7.309212e+05  ARKMUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "5528                    2836601.0                  8.855207e+06  ARKMUSDT  \n",
      "5529                    2459002.0                  7.581725e+06  ARKMUSDT  \n",
      "5530                    1307316.0                  4.008489e+06  ARKMUSDT  \n",
      "5531                    2363288.0                  7.064604e+06  ARKMUSDT  \n",
      "5532                    1773547.0                  5.321935e+06  ARKMUSDT  \n",
      "\n",
      "[5533 rows x 12 columns], 'CYBERUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-08-21 20:00:00+08:00   4.100   4.437   4.100   4.372  3964592.9   \n",
      "1    2023-08-21 21:00:00+08:00   4.370   4.644   4.316   4.492  6998307.1   \n",
      "2    2023-08-21 22:00:00+08:00   4.495   4.692   4.437   4.630  4974949.9   \n",
      "3    2023-08-21 23:00:00+08:00   4.630   4.683   4.446   4.595  4284148.9   \n",
      "4    2023-08-22 00:00:00+08:00   4.595   4.777   4.550   4.692  5702984.0   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "4942 2024-03-14 18:00:00+08:00  11.639  11.671  11.454  11.496   120100.3   \n",
      "4943 2024-03-14 19:00:00+08:00  11.494  11.509  11.298  11.484   203009.7   \n",
      "4944 2024-03-14 20:00:00+08:00  11.485  11.618  11.381  11.431   110035.1   \n",
      "4945 2024-03-14 21:00:00+08:00  11.432  11.458  10.955  11.123   357473.0   \n",
      "4946 2024-03-14 22:00:00+08:00  11.126  11.300  11.124  11.214   206866.5   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-08-21 20:59:59.999000064+08:00  1.706731e+07    89850.0   \n",
      "1    2023-08-21 21:59:59.999000064+08:00  3.139665e+07   184117.0   \n",
      "2    2023-08-21 22:59:59.999000064+08:00  2.272316e+07   129466.0   \n",
      "3    2023-08-21 23:59:59.999000064+08:00  1.950237e+07    99930.0   \n",
      "4    2023-08-22 00:59:59.999000064+08:00  2.678216e+07   129943.0   \n",
      "...                                  ...           ...        ...   \n",
      "4942 2024-03-14 18:59:59.999000064+08:00  1.388705e+06    11137.0   \n",
      "4943 2024-03-14 19:59:59.999000064+08:00  2.313317e+06    18757.0   \n",
      "4944 2024-03-14 20:59:59.999000064+08:00  1.264351e+06    12996.0   \n",
      "4945 2024-03-14 21:59:59.999000064+08:00  3.992965e+06    31693.0   \n",
      "4946 2024-03-14 22:59:59.999000064+08:00  2.318110e+06    20205.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume     symbol  \n",
      "0                       1689978.2                  7.282586e+06  CYBERUSDT  \n",
      "1                       3299080.4                  1.481831e+07  CYBERUSDT  \n",
      "2                       2508398.0                  1.145964e+07  CYBERUSDT  \n",
      "3                       2127791.2                  9.691103e+06  CYBERUSDT  \n",
      "4                       2956838.1                  1.388928e+07  CYBERUSDT  \n",
      "...                           ...                           ...        ...  \n",
      "4942                      53656.5                  6.209096e+05  CYBERUSDT  \n",
      "4943                     110306.5                  1.257436e+06  CYBERUSDT  \n",
      "4944                      53385.5                  6.138180e+05  CYBERUSDT  \n",
      "4945                     153496.0                  1.715301e+06  CYBERUSDT  \n",
      "4946                      98779.7                  1.107259e+06  CYBERUSDT  \n",
      "\n",
      "[4947 rows x 12 columns], 'SUIUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-05-04 00:00:00+08:00  1.4030  1.4030  1.2652  1.3733  52709026.6   \n",
      "1    2023-05-04 01:00:00+08:00  1.3731  1.3928  1.3100  1.3331  42348873.0   \n",
      "2    2023-05-04 02:00:00+08:00  1.3327  1.3624  1.3079  1.3157  32206412.2   \n",
      "3    2023-05-04 03:00:00+08:00  1.3156  1.3408  1.2811  1.3179  24572765.2   \n",
      "4    2023-05-04 04:00:00+08:00  1.3178  1.3749  1.3047  1.3713  20362390.7   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "7578 2024-03-14 18:00:00+08:00  1.6241  1.6282  1.5953  1.6009   6556288.9   \n",
      "7579 2024-03-14 19:00:00+08:00  1.6010  1.6059  1.5641  1.5844  12708617.3   \n",
      "7580 2024-03-14 20:00:00+08:00  1.5845  1.5907  1.5636  1.5713   7370696.9   \n",
      "7581 2024-03-14 21:00:00+08:00  1.5715  1.5759  1.5069  1.5316  18739277.3   \n",
      "7582 2024-03-14 22:00:00+08:00  1.5317  1.5532  1.5295  1.5423  13292862.7   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-05-04 00:59:59.999000064+08:00  7.181801e+07   220747.0   \n",
      "1    2023-05-04 01:59:59.999000064+08:00  5.730723e+07   177142.0   \n",
      "2    2023-05-04 02:59:59.999000064+08:00  4.293160e+07   134265.0   \n",
      "3    2023-05-04 03:59:59.999000064+08:00  3.225769e+07   103253.0   \n",
      "4    2023-05-04 04:59:59.999000064+08:00  2.744462e+07    90873.0   \n",
      "...                                  ...           ...        ...   \n",
      "7578 2024-03-14 18:59:59.999000064+08:00  1.055295e+07    42868.0   \n",
      "7579 2024-03-14 19:59:59.999000064+08:00  2.010206e+07    65997.0   \n",
      "7580 2024-03-14 20:59:59.999000064+08:00  1.160606e+07    44127.0   \n",
      "7581 2024-03-14 21:59:59.999000064+08:00  2.880899e+07   100290.0   \n",
      "7582 2024-03-14 22:59:59.999000064+08:00  2.048799e+07    70650.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                      26111659.8                  3.559087e+07  SUIUSDT  \n",
      "1                      20368715.7                  2.758251e+07  SUIUSDT  \n",
      "2                      16313904.6                  2.176085e+07  SUIUSDT  \n",
      "3                      11944186.4                  1.569304e+07  SUIUSDT  \n",
      "4                      11001352.4                  1.483785e+07  SUIUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "7578                    3413351.4                  5.495481e+06  SUIUSDT  \n",
      "7579                    6145722.1                  9.725957e+06  SUIUSDT  \n",
      "7580                    3618280.6                  5.696725e+06  SUIUSDT  \n",
      "7581                    8550656.0                  1.314541e+07  SUIUSDT  \n",
      "7582                    6829688.1                  1.052613e+07  SUIUSDT  \n",
      "\n",
      "[7583 rows x 12 columns], 'CELOUSDT':              candle_begin_time   open   high    low  close      volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.680  0.687  0.677  0.685   2043079.1   \n",
      "1    2023-01-23 08:00:00+08:00  0.685  0.732  0.684  0.705  13677808.2   \n",
      "2    2023-01-23 09:00:00+08:00  0.705  0.721  0.703  0.714   5365648.8   \n",
      "3    2023-01-23 10:00:00+08:00  0.714  0.768  0.714  0.749  24772297.1   \n",
      "4    2023-01-23 11:00:00+08:00  0.749  0.751  0.724  0.727   8869306.5   \n",
      "...                        ...    ...    ...    ...    ...         ...   \n",
      "9995 2024-03-14 18:00:00+08:00  1.456  1.458  1.438  1.440   1985423.3   \n",
      "9996 2024-03-14 19:00:00+08:00  1.439  1.442  1.415  1.427   4311944.7   \n",
      "9997 2024-03-14 20:00:00+08:00  1.427  1.434  1.405  1.414   3990934.2   \n",
      "9998 2024-03-14 21:00:00+08:00  1.413  1.418  1.355  1.375  12104249.5   \n",
      "9999 2024-03-14 22:00:00+08:00  1.374  1.404  1.373  1.396   7555586.9   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.392268e+06     3210.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  9.718002e+06    17037.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  3.827429e+06     6002.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.852713e+07    26656.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  6.517494e+06    10003.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  2.870126e+06    13975.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  6.147664e+06    25771.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  5.652342e+06    23480.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  1.677439e+07    54671.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  1.050748e+07    41983.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                       1074252.2                  7.324914e+05  CELOUSDT  \n",
      "1                       7177267.5                  5.095442e+06  CELOUSDT  \n",
      "2                       2821668.0                  2.011697e+06  CELOUSDT  \n",
      "3                      12450035.5                  9.301090e+06  CELOUSDT  \n",
      "4                       4280893.1                  3.145173e+06  CELOUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9995                     845571.6                  1.222905e+06  CELOUSDT  \n",
      "9996                    1997168.9                  2.848022e+06  CELOUSDT  \n",
      "9997                    1852018.2                  2.623803e+06  CELOUSDT  \n",
      "9998                    5683425.7                  7.884083e+06  CELOUSDT  \n",
      "9999                    4160102.5                  5.786350e+06  CELOUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'SEIUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-08-17 10:00:00+08:00  0.2220  0.2220  0.1854  0.1879  47124237.0   \n",
      "1    2023-08-17 11:00:00+08:00  0.1878  0.1964  0.1873  0.1920  63497812.0   \n",
      "2    2023-08-17 12:00:00+08:00  0.1920  0.1984  0.1901  0.1982  42468720.0   \n",
      "3    2023-08-17 13:00:00+08:00  0.1983  0.1999  0.1924  0.1936  38352824.0   \n",
      "4    2023-08-17 14:00:00+08:00  0.1936  0.1952  0.1846  0.1903  54694768.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "5048 2024-03-14 18:00:00+08:00  0.8733  0.8736  0.8573  0.8608   9671116.0   \n",
      "5049 2024-03-14 19:00:00+08:00  0.8608  0.8632  0.8468  0.8625  18448273.0   \n",
      "5050 2024-03-14 20:00:00+08:00  0.8625  0.8662  0.8510  0.8601  10360768.0   \n",
      "5051 2024-03-14 21:00:00+08:00  0.8601  0.8622  0.8311  0.8442  26055071.0   \n",
      "5052 2024-03-14 22:00:00+08:00  0.8440  0.8572  0.8354  0.8419  22247532.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-08-17 10:59:59.999000064+08:00  9.394378e+06    33256.0   \n",
      "1    2023-08-17 11:59:59.999000064+08:00  1.217305e+07    40792.0   \n",
      "2    2023-08-17 12:59:59.999000064+08:00  8.241302e+06    28769.0   \n",
      "3    2023-08-17 13:59:59.999000064+08:00  7.509521e+06    27917.0   \n",
      "4    2023-08-17 14:59:59.999000064+08:00  1.037130e+07    42011.0   \n",
      "...                                  ...           ...        ...   \n",
      "5048 2024-03-14 18:59:59.999000064+08:00  8.372486e+06    35188.0   \n",
      "5049 2024-03-14 19:59:59.999000064+08:00  1.578668e+07    51131.0   \n",
      "5050 2024-03-14 20:59:59.999000064+08:00  8.898883e+06    36159.0   \n",
      "5051 2024-03-14 21:59:59.999000064+08:00  2.200658e+07    82181.0   \n",
      "5052 2024-03-14 22:59:59.999000064+08:00  1.883225e+07    75969.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                      24019404.0                  4.798974e+06  SEIUSDT  \n",
      "1                      30833866.0                  5.909811e+06  SEIUSDT  \n",
      "2                      21887075.0                  4.251951e+06  SEIUSDT  \n",
      "3                      18440137.0                  3.611358e+06  SEIUSDT  \n",
      "4                      26603321.0                  5.046329e+06  SEIUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "5048                    4395943.0                  3.805568e+06  SEIUSDT  \n",
      "5049                    8115413.0                  6.947921e+06  SEIUSDT  \n",
      "5050                    4755552.0                  4.086114e+06  SEIUSDT  \n",
      "5051                   11735190.0                  9.909560e+06  SEIUSDT  \n",
      "5052                   10108743.0                  8.563167e+06  SEIUSDT  \n",
      "\n",
      "[5053 rows x 12 columns], 'TRBUSDT':              candle_begin_time     open     high      low    close    volume  \\\n",
      "0    2023-01-23 07:00:00+08:00   15.690   15.860   15.630   15.730   66857.8   \n",
      "1    2023-01-23 08:00:00+08:00   15.740   15.970   15.730   15.800   88569.8   \n",
      "2    2023-01-23 09:00:00+08:00   15.800   16.020   15.790   15.850  105464.0   \n",
      "3    2023-01-23 10:00:00+08:00   15.860   16.000   15.840   15.970   55850.9   \n",
      "4    2023-01-23 11:00:00+08:00   15.970   15.980   15.770   15.790   41050.3   \n",
      "...                        ...      ...      ...      ...      ...       ...   \n",
      "9995 2024-03-14 18:00:00+08:00  105.754  106.275  105.148  105.456   32202.9   \n",
      "9996 2024-03-14 19:00:00+08:00  105.455  106.632  103.749  105.811   65274.2   \n",
      "9997 2024-03-14 20:00:00+08:00  105.812  106.984  104.553  105.290   54211.2   \n",
      "9998 2024-03-14 21:00:00+08:00  105.314  105.678  100.371  102.187  134388.1   \n",
      "9999 2024-03-14 22:00:00+08:00  102.176  106.370  102.054  104.610  130974.7   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.052263e+06     3791.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.405885e+06     5984.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.677305e+06     4684.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  8.891260e+05     3165.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  6.514826e+05     2767.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  3.406583e+06    17860.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  6.882223e+06    33198.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  5.741374e+06    28835.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  1.376958e+07    66878.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  1.360662e+07    62587.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                         32702.0                  5.147233e+05  TRBUSDT  \n",
      "1                         40620.6                  6.450012e+05  TRBUSDT  \n",
      "2                         45019.2                  7.162492e+05  TRBUSDT  \n",
      "3                         26212.5                  4.173498e+05  TRBUSDT  \n",
      "4                         16532.8                  2.624138e+05  TRBUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                      15824.1                  1.674480e+06  TRBUSDT  \n",
      "9996                      30283.1                  3.193780e+06  TRBUSDT  \n",
      "9997                      24454.3                  2.589861e+06  TRBUSDT  \n",
      "9998                      63936.9                  6.552619e+06  TRBUSDT  \n",
      "9999                      65215.4                  6.770867e+06  TRBUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'ALPHAUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.12578  0.12685  0.12523  0.12559   \n",
      "1    2023-01-23 08:00:00+08:00  0.12557  0.12763  0.12459  0.12752   \n",
      "2    2023-01-23 09:00:00+08:00  0.12757  0.12864  0.12626  0.12714   \n",
      "3    2023-01-23 10:00:00+08:00  0.12715  0.12827  0.12691  0.12713   \n",
      "4    2023-01-23 11:00:00+08:00  0.12712  0.12866  0.12573  0.12733   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.19493  0.19610  0.19342  0.19366   \n",
      "9996 2024-03-14 19:00:00+08:00  0.19370  0.19439  0.19030  0.19299   \n",
      "9997 2024-03-14 20:00:00+08:00  0.19300  0.19466  0.18930  0.19074   \n",
      "9998 2024-03-14 21:00:00+08:00  0.19077  0.19137  0.18180  0.18466   \n",
      "9999 2024-03-14 22:00:00+08:00  0.18461  0.19001  0.18455  0.18795   \n",
      "\n",
      "          volume                          close_time  quote_volume  trade_num  \\\n",
      "0     11721464.0 2023-01-23 07:59:59.999000064+08:00  1.478606e+06     8173.0   \n",
      "1     19524609.0 2023-01-23 08:59:59.999000064+08:00  2.459215e+06    12120.0   \n",
      "2     17907110.0 2023-01-23 09:59:59.999000064+08:00  2.282143e+06    11017.0   \n",
      "3     11078677.0 2023-01-23 10:59:59.999000064+08:00  1.412752e+06     6560.0   \n",
      "4     13119891.0 2023-01-23 11:59:59.999000064+08:00  1.667358e+06     8661.0   \n",
      "...          ...                                 ...           ...        ...   \n",
      "9995   3829115.0 2024-03-14 18:59:59.999000064+08:00  7.467403e+05    10281.0   \n",
      "9996   4726890.0 2024-03-14 19:59:59.999000064+08:00  9.081697e+05    12721.0   \n",
      "9997   7210750.0 2024-03-14 20:59:59.999000064+08:00  1.381338e+06    14699.0   \n",
      "9998  13747584.0 2024-03-14 21:59:59.999000064+08:00  2.556330e+06    29657.0   \n",
      "9999   8917213.0 2024-03-14 22:59:59.999000064+08:00  1.669417e+06    21520.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume     symbol  \n",
      "0                       5573018.0                  7.031164e+05  ALPHAUSDT  \n",
      "1                      10222278.0                  1.287646e+06  ALPHAUSDT  \n",
      "2                       8223983.0                  1.048194e+06  ALPHAUSDT  \n",
      "3                       5828431.0                  7.433420e+05  ALPHAUSDT  \n",
      "4                       6601740.0                  8.391065e+05  ALPHAUSDT  \n",
      "...                           ...                           ...        ...  \n",
      "9995                    1813242.0                  3.537347e+05  ALPHAUSDT  \n",
      "9996                    2210873.0                  4.249023e+05  ALPHAUSDT  \n",
      "9997                    3127083.0                  5.992950e+05  ALPHAUSDT  \n",
      "9998                    6057599.0                  1.126303e+06  ALPHAUSDT  \n",
      "9999                    4413747.0                  8.265047e+05  ALPHAUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'BELUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.5353  0.5386  0.5327  0.5348  1482294.0   \n",
      "1    2023-01-23 08:00:00+08:00  0.5349  0.5421  0.5316  0.5382  1750289.0   \n",
      "2    2023-01-23 09:00:00+08:00  0.5382  0.5533  0.5381  0.5453  2190769.0   \n",
      "3    2023-01-23 10:00:00+08:00  0.5456  0.5508  0.5449  0.5475   902151.0   \n",
      "4    2023-01-23 11:00:00+08:00  0.5474  0.5490  0.5404  0.5416   987393.0   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  1.0800  1.0833  1.0625  1.0690   873804.0   \n",
      "9996 2024-03-14 19:00:00+08:00  1.0692  1.0733  1.0461  1.0609  1635502.0   \n",
      "9997 2024-03-14 20:00:00+08:00  1.0609  1.0704  1.0523  1.0598  1059589.0   \n",
      "9998 2024-03-14 21:00:00+08:00  1.0598  1.0682  1.0077  1.0283  3538435.0   \n",
      "9999 2024-03-14 22:00:00+08:00  1.0282  1.0560  1.0275  1.0457  2202471.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  7.941379e+05     4721.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  9.405380e+05     5531.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.199899e+06     6351.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  4.938789e+05     3485.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  5.373559e+05     3598.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  9.380136e+05     9827.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.730261e+06    15183.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  1.124656e+06    11741.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  3.650660e+06    29900.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  2.297477e+06    23245.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                        725470.0                  3.886918e+05  BELUSDT  \n",
      "1                        834885.0                  4.487735e+05  BELUSDT  \n",
      "2                       1149088.0                  6.292837e+05  BELUSDT  \n",
      "3                        462043.0                  2.529695e+05  BELUSDT  \n",
      "4                        454766.0                  2.475900e+05  BELUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                     351752.0                  3.777977e+05  BELUSDT  \n",
      "9996                     702708.0                  7.437183e+05  BELUSDT  \n",
      "9997                     520450.0                  5.526854e+05  BELUSDT  \n",
      "9998                    1659870.0                  1.711887e+06  BELUSDT  \n",
      "9999                     997006.0                  1.039874e+06  BELUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'AVAXUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  17.312  17.406  17.246  17.350   522265.0   \n",
      "1    2023-01-23 08:00:00+08:00  17.350  17.700  17.316  17.562   930387.0   \n",
      "2    2023-01-23 09:00:00+08:00  17.562  17.876  17.561  17.680   664126.0   \n",
      "3    2023-01-23 10:00:00+08:00  17.681  17.854  17.633  17.827   415595.0   \n",
      "4    2023-01-23 11:00:00+08:00  17.827  18.067  17.698  17.948   916622.0   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  57.161  57.903  56.642  57.419   772902.0   \n",
      "9996 2024-03-14 19:00:00+08:00  57.418  57.578  55.778  56.560   874189.0   \n",
      "9997 2024-03-14 20:00:00+08:00  56.565  56.849  55.358  56.267   801252.0   \n",
      "9998 2024-03-14 21:00:00+08:00  56.268  56.466  53.681  54.423  1736328.0   \n",
      "9999 2024-03-14 22:00:00+08:00  54.422  55.112  53.689  54.318  1243016.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  9.057611e+06    18641.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.629695e+07    27041.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.179373e+07    21397.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  7.364950e+06    13921.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.641251e+07    26920.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  4.416695e+07    83186.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  4.937681e+07    92627.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  4.488046e+07    86482.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  9.518712e+07   170894.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  6.765971e+07   125324.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                        266064.0                  4.614471e+06  AVAXUSDT  \n",
      "1                        475672.0                  8.334262e+06  AVAXUSDT  \n",
      "2                        340484.0                  6.047916e+06  AVAXUSDT  \n",
      "3                        201234.0                  3.568443e+06  AVAXUSDT  \n",
      "4                        472108.0                  8.456541e+06  AVAXUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9995                     357077.0                  2.040444e+07  AVAXUSDT  \n",
      "9996                     415452.0                  2.346858e+07  AVAXUSDT  \n",
      "9997                     385699.0                  2.159491e+07  AVAXUSDT  \n",
      "9998                     798351.0                  4.377247e+07  AVAXUSDT  \n",
      "9999                     635335.0                  3.458957e+07  AVAXUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'AUDIOUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.1905  0.1918  0.1898  0.1912   1538335.0   \n",
      "1    2023-01-23 08:00:00+08:00  0.1912  0.1952  0.1911  0.1941   3490320.0   \n",
      "2    2023-01-23 09:00:00+08:00  0.1942  0.1970  0.1940  0.1944   2275486.0   \n",
      "3    2023-01-23 10:00:00+08:00  0.1945  0.1975  0.1944  0.1968   1605420.0   \n",
      "4    2023-01-23 11:00:00+08:00  0.1968  0.1983  0.1942  0.1950   2309201.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.3443  0.3452  0.3411  0.3421   2090300.0   \n",
      "9996 2024-03-14 19:00:00+08:00  0.3421  0.3429  0.3347  0.3396   4049815.0   \n",
      "9997 2024-03-14 20:00:00+08:00  0.3396  0.3419  0.3332  0.3364   3284772.0   \n",
      "9998 2024-03-14 21:00:00+08:00  0.3364  0.3373  0.3172  0.3239  10403999.0   \n",
      "9999 2024-03-14 22:00:00+08:00  0.3238  0.3401  0.3236  0.3360  15452103.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  2.934818e+05     2240.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  6.755763e+05     4378.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  4.452932e+05     2946.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  3.144717e+05     2298.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  4.535251e+05     2683.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  7.179017e+05     6056.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.367604e+06    11116.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  1.108137e+06     9178.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  3.393704e+06    26325.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  5.150538e+06    29020.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume     symbol  \n",
      "0                        780847.0                  1.489965e+05  AUDIOUSDT  \n",
      "1                       1838910.0                  3.558683e+05  AUDIOUSDT  \n",
      "2                       1264007.0                  2.474106e+05  AUDIOUSDT  \n",
      "3                        986333.0                  1.932847e+05  AUDIOUSDT  \n",
      "4                       1128186.0                  2.219234e+05  AUDIOUSDT  \n",
      "...                           ...                           ...        ...  \n",
      "9995                    1026564.0                  3.526267e+05  AUDIOUSDT  \n",
      "9996                    1793341.0                  6.054818e+05  AUDIOUSDT  \n",
      "9997                    1589861.0                  5.365272e+05  AUDIOUSDT  \n",
      "9998                    4757112.0                  1.552214e+06  AUDIOUSDT  \n",
      "9999                    8162471.0                  2.717200e+06  AUDIOUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'BONDUSDT':              candle_begin_time   open   high    low  close     volume  \\\n",
      "0    2023-10-15 22:00:00+08:00  5.900  6.727  5.424  6.566  4697493.1   \n",
      "1    2023-10-15 23:00:00+08:00  6.565  6.724  6.120  6.248  5088737.1   \n",
      "2    2023-10-16 00:00:00+08:00  6.245  6.335  5.618  5.784  3770759.3   \n",
      "3    2023-10-16 01:00:00+08:00  5.784  6.066  5.563  5.860  2003156.7   \n",
      "4    2023-10-16 02:00:00+08:00  5.865  5.994  5.715  5.794  1172620.4   \n",
      "...                        ...    ...    ...    ...    ...        ...   \n",
      "3620 2024-03-14 18:00:00+08:00  4.702  4.712  4.660  4.681   131593.8   \n",
      "3621 2024-03-14 19:00:00+08:00  4.681  4.785  4.655  4.686   682401.4   \n",
      "3622 2024-03-14 20:00:00+08:00  4.686  4.737  4.600  4.626   281347.1   \n",
      "3623 2024-03-14 21:00:00+08:00  4.627  4.652  4.400  4.468   720528.2   \n",
      "3624 2024-03-14 22:00:00+08:00  4.467  4.595  4.464  4.547   378688.6   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-10-15 22:59:59.999000064+08:00  2.914743e+07   113704.0   \n",
      "1    2023-10-15 23:59:59.999000064+08:00  3.251287e+07   150289.0   \n",
      "2    2023-10-16 00:59:59.999000064+08:00  2.240859e+07   125867.0   \n",
      "3    2023-10-16 01:59:59.999000064+08:00  1.167823e+07    74559.0   \n",
      "4    2023-10-16 02:59:59.999000064+08:00  6.862767e+06    51146.0   \n",
      "...                                  ...           ...        ...   \n",
      "3620 2024-03-14 18:59:59.999000064+08:00  6.163969e+05     5910.0   \n",
      "3621 2024-03-14 19:59:59.999000064+08:00  3.219330e+06    16332.0   \n",
      "3622 2024-03-14 20:59:59.999000064+08:00  1.309634e+06    10820.0   \n",
      "3623 2024-03-14 21:59:59.999000064+08:00  3.255493e+06    22284.0   \n",
      "3624 2024-03-14 22:59:59.999000064+08:00  1.717748e+06    16315.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                       2350041.0                  1.455989e+07  BONDUSDT  \n",
      "1                       2413886.6                  1.544474e+07  BONDUSDT  \n",
      "2                       1706695.1                  1.014454e+07  BONDUSDT  \n",
      "3                        991110.0                  5.780716e+06  BONDUSDT  \n",
      "4                        594833.3                  3.483983e+06  BONDUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "3620                      58890.6                  2.759379e+05  BONDUSDT  \n",
      "3621                     360059.7                  1.699417e+06  BONDUSDT  \n",
      "3622                     111676.6                  5.203350e+05  BONDUSDT  \n",
      "3623                     267766.2                  1.212193e+06  BONDUSDT  \n",
      "3624                     188386.1                  8.548917e+05  BONDUSDT  \n",
      "\n",
      "[3625 rows x 12 columns], 'LUNA2USDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  2.2540  2.2999  2.2438  2.2989  1178304.0   \n",
      "1    2023-01-23 08:00:00+08:00  2.2988  2.3510  2.2921  2.3155  1680643.0   \n",
      "2    2023-01-23 09:00:00+08:00  2.3171  2.3360  2.3005  2.3048  1028614.0   \n",
      "3    2023-01-23 10:00:00+08:00  2.3049  2.3384  2.3013  2.3224  1061334.0   \n",
      "4    2023-01-23 11:00:00+08:00  2.3221  2.3295  2.2808  2.3000   965544.0   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  1.0882  1.0920  1.0682  1.0712  1392131.0   \n",
      "9996 2024-03-14 19:00:00+08:00  1.0714  1.0744  1.0541  1.0689  2402372.0   \n",
      "9997 2024-03-14 20:00:00+08:00  1.0690  1.0723  1.0563  1.0619  2275796.0   \n",
      "9998 2024-03-14 21:00:00+08:00  1.0622  1.0664  1.0089  1.0299  7787420.0   \n",
      "9999 2024-03-14 22:00:00+08:00  1.0299  1.0535  1.0276  1.0489  3668859.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  2.679677e+06    13360.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  3.902567e+06    18363.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  2.388291e+06    10459.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  2.459902e+06     9655.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  2.223842e+06    10061.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  1.505203e+06    12291.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  2.556238e+06    17472.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  2.419571e+06    17239.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  8.045545e+06    54427.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  3.824887e+06    30730.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume     symbol  \n",
      "0                        617103.0                  1.404048e+06  LUNA2USDT  \n",
      "1                        801328.0                  1.860878e+06  LUNA2USDT  \n",
      "2                        450530.0                  1.045967e+06  LUNA2USDT  \n",
      "3                        470875.0                  1.091368e+06  LUNA2USDT  \n",
      "4                        471488.0                  1.086546e+06  LUNA2USDT  \n",
      "...                           ...                           ...        ...  \n",
      "9995                     544747.0                  5.893279e+05  LUNA2USDT  \n",
      "9996                     990392.0                  1.054401e+06  LUNA2USDT  \n",
      "9997                    1027981.0                  1.093062e+06  LUNA2USDT  \n",
      "9998                    3516997.0                  3.635515e+06  LUNA2USDT  \n",
      "9999                    1946201.0                  2.029254e+06  LUNA2USDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'GRTUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.08242  0.08334  0.08218  0.08303   \n",
      "1    2023-01-23 08:00:00+08:00  0.08302  0.08516  0.08299  0.08432   \n",
      "2    2023-01-23 09:00:00+08:00  0.08433  0.08582  0.08433  0.08492   \n",
      "3    2023-01-23 10:00:00+08:00  0.08495  0.08600  0.08484  0.08537   \n",
      "4    2023-01-23 11:00:00+08:00  0.08535  0.08554  0.08419  0.08423   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.43680  0.43760  0.42985  0.43136   \n",
      "9996 2024-03-14 19:00:00+08:00  0.43135  0.43225  0.42473  0.42987   \n",
      "9997 2024-03-14 20:00:00+08:00  0.42987  0.43253  0.42540  0.42764   \n",
      "9998 2024-03-14 21:00:00+08:00  0.42765  0.42893  0.41255  0.41991   \n",
      "9999 2024-03-14 22:00:00+08:00  0.41987  0.42769  0.41826  0.42475   \n",
      "\n",
      "          volume                          close_time  quote_volume  trade_num  \\\n",
      "0     17074463.0 2023-01-23 07:59:59.999000064+08:00  1.415335e+06     7220.0   \n",
      "1     34928860.0 2023-01-23 08:59:59.999000064+08:00  2.941473e+06    12412.0   \n",
      "2     23579003.0 2023-01-23 09:59:59.999000064+08:00  2.009121e+06     9303.0   \n",
      "3     18274987.0 2023-01-23 10:59:59.999000064+08:00  1.559443e+06     7288.0   \n",
      "4     17952476.0 2023-01-23 11:59:59.999000064+08:00  1.523261e+06     6887.0   \n",
      "...          ...                                 ...           ...        ...   \n",
      "9995   9102313.0 2024-03-14 18:59:59.999000064+08:00  3.943359e+06    25917.0   \n",
      "9996  12375878.0 2024-03-14 19:59:59.999000064+08:00  5.308807e+06    36614.0   \n",
      "9997   8867625.0 2024-03-14 20:59:59.999000064+08:00  3.798428e+06    27995.0   \n",
      "9998  28076317.0 2024-03-14 21:59:59.999000064+08:00  1.178527e+07    76866.0   \n",
      "9999  27651786.0 2024-03-14 22:59:59.999000064+08:00  1.169799e+07    71957.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       7908016.0                  6.554926e+05  GRTUSDT  \n",
      "1                      17886877.0                  1.505835e+06  GRTUSDT  \n",
      "2                      12224289.0                  1.041791e+06  GRTUSDT  \n",
      "3                       8896431.0                  7.591992e+05  GRTUSDT  \n",
      "4                       8757878.0                  7.433404e+05  GRTUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                    4571548.0                  1.980395e+06  GRTUSDT  \n",
      "9996                    6138955.0                  2.633334e+06  GRTUSDT  \n",
      "9997                    4245213.0                  1.818812e+06  GRTUSDT  \n",
      "9998                   13154631.0                  5.524055e+06  GRTUSDT  \n",
      "9999                   13387498.0                  5.662628e+06  GRTUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'APTUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-01-23 07:00:00+08:00  13.3251  13.4992  13.2407  13.3001   \n",
      "1    2023-01-23 08:00:00+08:00  13.3000  13.5500  13.1495  13.3662   \n",
      "2    2023-01-23 09:00:00+08:00  13.3662  13.9752  13.3021  13.4760   \n",
      "3    2023-01-23 10:00:00+08:00  13.4767  13.8752  13.4663  13.7167   \n",
      "4    2023-01-23 11:00:00+08:00  13.7157  14.4450  13.7156  13.8418   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  13.8820  14.2420  13.7600  14.2130   \n",
      "9996 2024-03-14 19:00:00+08:00  14.2110  14.5350  13.8940  14.2860   \n",
      "9997 2024-03-14 20:00:00+08:00  14.2860  14.3280  13.8420  14.0610   \n",
      "9998 2024-03-14 21:00:00+08:00  14.0620  14.0940  13.3220  13.6230   \n",
      "9999 2024-03-14 22:00:00+08:00  13.6240  13.7780  13.3580  13.4950   \n",
      "\n",
      "          volume                          close_time  quote_volume  trade_num  \\\n",
      "0      4750522.4 2023-01-23 07:59:59.999000064+08:00  6.350119e+07   101935.0   \n",
      "1      6544980.3 2023-01-23 08:59:59.999000064+08:00  8.731371e+07   142921.0   \n",
      "2      7570237.8 2023-01-23 09:59:59.999000064+08:00  1.030888e+08   155042.0   \n",
      "3      4700447.2 2023-01-23 10:59:59.999000064+08:00  6.440128e+07   103127.0   \n",
      "4     13255318.1 2023-01-23 11:59:59.999000064+08:00  1.862358e+08   264840.0   \n",
      "...          ...                                 ...           ...        ...   \n",
      "9995   4332968.7 2024-03-14 18:59:59.999000064+08:00  6.085305e+07   155743.0   \n",
      "9996   5646804.8 2024-03-14 19:59:59.999000064+08:00  8.029832e+07   206957.0   \n",
      "9997   2727488.6 2024-03-14 20:59:59.999000064+08:00  3.831691e+07    99998.0   \n",
      "9998   3524689.8 2024-03-14 21:59:59.999000064+08:00  4.813548e+07   135593.0   \n",
      "9999   2242601.5 2024-03-14 22:59:59.999000064+08:00  3.045724e+07    89805.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       2393121.8                  3.200018e+07  APTUSDT  \n",
      "1                       3198508.8                  4.268826e+07  APTUSDT  \n",
      "2                       3927021.4                  5.347704e+07  APTUSDT  \n",
      "3                       2303651.9                  3.156328e+07  APTUSDT  \n",
      "4                       6703249.5                  9.422203e+07  APTUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                    2175209.9                  3.055585e+07  APTUSDT  \n",
      "9996                    2715373.5                  3.864054e+07  APTUSDT  \n",
      "9997                    1287164.7                  1.808758e+07  APTUSDT  \n",
      "9998                    1582898.1                  2.160125e+07  APTUSDT  \n",
      "9999                    1068526.1                  1.452008e+07  APTUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'MEMEUSDT':              candle_begin_time      open      high       low     close  \\\n",
      "0    2023-11-03 20:00:00+08:00  0.024000  0.025500  0.021675  0.025457   \n",
      "1    2023-11-03 21:00:00+08:00  0.025460  0.029396  0.025001  0.028000   \n",
      "2    2023-11-03 22:00:00+08:00  0.028000  0.029193  0.023550  0.025835   \n",
      "3    2023-11-03 23:00:00+08:00  0.025832  0.026251  0.023040  0.024347   \n",
      "4    2023-11-04 00:00:00+08:00  0.024344  0.024848  0.022220  0.023299   \n",
      "...                        ...       ...       ...       ...       ...   \n",
      "3166 2024-03-14 18:00:00+08:00  0.052402  0.053900  0.051348  0.051908   \n",
      "3167 2024-03-14 19:00:00+08:00  0.051904  0.052172  0.050601  0.051589   \n",
      "3168 2024-03-14 20:00:00+08:00  0.051589  0.051909  0.050136  0.050629   \n",
      "3169 2024-03-14 21:00:00+08:00  0.050629  0.050804  0.048049  0.048996   \n",
      "3170 2024-03-14 22:00:00+08:00  0.048990  0.050000  0.048740  0.049199   \n",
      "\n",
      "            volume                          close_time  quote_volume  \\\n",
      "0     1.725697e+09 2023-11-03 20:59:59.999000064+08:00  4.051554e+07   \n",
      "1     6.335761e+09 2023-11-03 21:59:59.999000064+08:00  1.726595e+08   \n",
      "2     6.233924e+09 2023-11-03 22:59:59.999000064+08:00  1.622762e+08   \n",
      "3     2.668935e+09 2023-11-03 23:59:59.999000064+08:00  6.722558e+07   \n",
      "4     2.154279e+09 2023-11-04 00:59:59.999000064+08:00  5.045155e+07   \n",
      "...            ...                                 ...           ...   \n",
      "3166  7.970539e+08 2024-03-14 18:59:59.999000064+08:00  4.192048e+07   \n",
      "3167  5.151235e+08 2024-03-14 19:59:59.999000064+08:00  2.640689e+07   \n",
      "3168  3.848542e+08 2024-03-14 20:59:59.999000064+08:00  1.953407e+07   \n",
      "3169  7.198613e+08 2024-03-14 21:59:59.999000064+08:00  3.547632e+07   \n",
      "3170  4.334798e+08 2024-03-14 22:59:59.999000064+08:00  2.140643e+07   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0      164809.0                 8.682430e+08                  2.041652e+07   \n",
      "1      581307.0                 3.132634e+09                  8.543715e+07   \n",
      "2      523525.0                 2.999496e+09                  7.806171e+07   \n",
      "3      285206.0                 1.252106e+09                  3.159718e+07   \n",
      "4      279961.0                 1.054617e+09                  2.470828e+07   \n",
      "...         ...                          ...                           ...   \n",
      "3166   189809.0                 3.744492e+08                  1.970321e+07   \n",
      "3167   123379.0                 2.477296e+08                  1.270568e+07   \n",
      "3168    93624.0                 1.787905e+08                  9.075011e+06   \n",
      "3169   148905.0                 3.158812e+08                  1.557284e+07   \n",
      "3170   104922.0                 2.144700e+08                  1.059692e+07   \n",
      "\n",
      "        symbol  \n",
      "0     MEMEUSDT  \n",
      "1     MEMEUSDT  \n",
      "2     MEMEUSDT  \n",
      "3     MEMEUSDT  \n",
      "4     MEMEUSDT  \n",
      "...        ...  \n",
      "3166  MEMEUSDT  \n",
      "3167  MEMEUSDT  \n",
      "3168  MEMEUSDT  \n",
      "3169  MEMEUSDT  \n",
      "3170  MEMEUSDT  \n",
      "\n",
      "[3171 rows x 12 columns], 'BLZUSDT':              candle_begin_time     open     high      low    close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.06914  0.06994  0.06904  0.06953  6225709.0   \n",
      "1    2023-01-23 08:00:00+08:00  0.06949  0.07092  0.06948  0.07029  8303480.0   \n",
      "2    2023-01-23 09:00:00+08:00  0.07027  0.07121  0.07027  0.07046  5912841.0   \n",
      "3    2023-01-23 10:00:00+08:00  0.07048  0.07110  0.07043  0.07082  3862347.0   \n",
      "4    2023-01-23 11:00:00+08:00  0.07082  0.07091  0.06967  0.06982  3897435.0   \n",
      "...                        ...      ...      ...      ...      ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.37773  0.38134  0.37603  0.37878  2796863.0   \n",
      "9996 2024-03-14 19:00:00+08:00  0.37879  0.37927  0.37352  0.37855  2808106.0   \n",
      "9997 2024-03-14 20:00:00+08:00  0.37854  0.38020  0.37577  0.37750  2111101.0   \n",
      "9998 2024-03-14 21:00:00+08:00  0.37751  0.37880  0.36722  0.36943  7176012.0   \n",
      "9999 2024-03-14 22:00:00+08:00  0.36944  0.37478  0.36920  0.37098  4035970.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  4.329391e+05     2543.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  5.828969e+05     3167.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  4.185628e+05     2347.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  2.732979e+05     1594.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  2.737902e+05     1663.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  1.059709e+06    10430.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.059018e+06    10151.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  7.985013e+05     9045.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  2.655642e+06    16442.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  1.500200e+06    14587.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       3258758.0                  226706.10286  BLZUSDT  \n",
      "1                       4123608.0                  289232.87585  BLZUSDT  \n",
      "2                       3127714.0                  221436.96319  BLZUSDT  \n",
      "3                       1718554.0                  121610.02294  BLZUSDT  \n",
      "4                       1520807.0                  106815.73598  BLZUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                    1442547.0                  547014.22165  BLZUSDT  \n",
      "9996                    1054981.0                  397898.73852  BLZUSDT  \n",
      "9997                     953089.0                  360568.90295  BLZUSDT  \n",
      "9998                    2608229.0                  966269.78715  BLZUSDT  \n",
      "9999                    1928809.0                  717010.48153  BLZUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'AGIXUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-02-16 22:00:00+08:00  0.4465  0.4510  0.4368  0.4486   4388386.0   \n",
      "1    2023-02-16 23:00:00+08:00  0.4484  0.4700  0.4460  0.4630   6105628.0   \n",
      "2    2023-02-17 00:00:00+08:00  0.4628  0.4698  0.4416  0.4567   6745079.0   \n",
      "3    2023-02-17 01:00:00+08:00  0.4562  0.4593  0.4501  0.4546   1830972.0   \n",
      "4    2023-02-17 02:00:00+08:00  0.4544  0.4612  0.4523  0.4575   1761714.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "9404 2024-03-14 18:00:00+08:00  1.2369  1.2494  1.2104  1.2267  14386338.0   \n",
      "9405 2024-03-14 19:00:00+08:00  1.2268  1.2305  1.1918  1.2140   7767239.0   \n",
      "9406 2024-03-14 20:00:00+08:00  1.2139  1.2231  1.1910  1.2023   9227394.0   \n",
      "9407 2024-03-14 21:00:00+08:00  1.2022  1.2072  1.1536  1.1783  11865953.0   \n",
      "9408 2024-03-14 22:00:00+08:00  1.1783  1.2050  1.1769  1.1911   8509585.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-02-16 22:59:59.999000064+08:00  1.947828e+06    10274.0   \n",
      "1    2023-02-16 23:59:59.999000064+08:00  2.815698e+06    12308.0   \n",
      "2    2023-02-17 00:59:59.999000064+08:00  3.079849e+06    14058.0   \n",
      "3    2023-02-17 01:59:59.999000064+08:00  8.326384e+05     4761.0   \n",
      "4    2023-02-17 02:59:59.999000064+08:00  8.040745e+05     4614.0   \n",
      "...                                  ...           ...        ...   \n",
      "9404 2024-03-14 18:59:59.999000064+08:00  1.771958e+07    73703.0   \n",
      "9405 2024-03-14 19:59:59.999000064+08:00  9.387858e+06    48694.0   \n",
      "9406 2024-03-14 20:59:59.999000064+08:00  1.114552e+07    51222.0   \n",
      "9407 2024-03-14 21:59:59.999000064+08:00  1.396342e+07    66330.0   \n",
      "9408 2024-03-14 22:59:59.999000064+08:00  1.014925e+07    59763.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                       1738348.0                  7.722774e+05  AGIXUSDT  \n",
      "1                       1987237.0                  9.153118e+05  AGIXUSDT  \n",
      "2                       2293530.0                  1.048409e+06  AGIXUSDT  \n",
      "3                        925679.0                  4.215222e+05  AGIXUSDT  \n",
      "4                        921638.0                  4.208986e+05  AGIXUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9404                    7134414.0                  8.787240e+06  AGIXUSDT  \n",
      "9405                    3719512.0                  4.495761e+06  AGIXUSDT  \n",
      "9406                    4693462.0                  5.667298e+06  AGIXUSDT  \n",
      "9407                    5281816.0                  6.219128e+06  AGIXUSDT  \n",
      "9408                    4132394.0                  4.928548e+06  AGIXUSDT  \n",
      "\n",
      "[9409 rows x 12 columns], 'MAGICUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-25 11:00:00+08:00  1.2900  1.2900  1.1634  1.2053  6885107.3   \n",
      "1    2023-01-25 12:00:00+08:00  1.2042  1.2660  1.2014  1.2303  4129378.1   \n",
      "2    2023-01-25 13:00:00+08:00  1.2316  1.2318  1.1593  1.1709  3725470.9   \n",
      "3    2023-01-25 14:00:00+08:00  1.1705  1.2050  1.1548  1.1761  2587018.0   \n",
      "4    2023-01-25 15:00:00+08:00  1.1760  1.1951  1.1622  1.1903  1499642.4   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9943 2024-03-14 18:00:00+08:00  1.3863  1.3926  1.3677  1.3726  1513461.7   \n",
      "9944 2024-03-14 19:00:00+08:00  1.3726  1.3773  1.3522  1.3632  1369758.5   \n",
      "9945 2024-03-14 20:00:00+08:00  1.3632  1.3724  1.3472  1.3593  1394500.9   \n",
      "9946 2024-03-14 21:00:00+08:00  1.3593  1.3637  1.3040  1.3215  3796516.0   \n",
      "9947 2024-03-14 22:00:00+08:00  1.3216  1.3489  1.3209  1.3369  2497695.8   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-25 11:59:59.999000064+08:00  8.372785e+06    38948.0   \n",
      "1    2023-01-25 12:59:59.999000064+08:00  5.108617e+06    28602.0   \n",
      "2    2023-01-25 13:59:59.999000064+08:00  4.429150e+06    22155.0   \n",
      "3    2023-01-25 14:59:59.999000064+08:00  3.056474e+06    15757.0   \n",
      "4    2023-01-25 15:59:59.999000064+08:00  1.771589e+06    10125.0   \n",
      "...                                  ...           ...        ...   \n",
      "9943 2024-03-14 18:59:59.999000064+08:00  2.093565e+06    17759.0   \n",
      "9944 2024-03-14 19:59:59.999000064+08:00  1.867186e+06    18874.0   \n",
      "9945 2024-03-14 20:59:59.999000064+08:00  1.892215e+06    16580.0   \n",
      "9946 2024-03-14 21:59:59.999000064+08:00  5.048327e+06    38935.0   \n",
      "9947 2024-03-14 22:59:59.999000064+08:00  3.332725e+06    28812.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume     symbol  \n",
      "0                       3122937.3                  3.803175e+06  MAGICUSDT  \n",
      "1                       1938481.0                  2.398092e+06  MAGICUSDT  \n",
      "2                       1555424.6                  1.850062e+06  MAGICUSDT  \n",
      "3                       1105186.0                  1.307504e+06  MAGICUSDT  \n",
      "4                        673213.0                  7.955337e+05  MAGICUSDT  \n",
      "...                           ...                           ...        ...  \n",
      "9943                     825703.3                  1.142738e+06  MAGICUSDT  \n",
      "9944                     632626.1                  8.627773e+05  MAGICUSDT  \n",
      "9945                     665986.5                  9.041601e+05  MAGICUSDT  \n",
      "9946                    1648886.9                  2.192782e+06  MAGICUSDT  \n",
      "9947                    1261181.8                  1.683246e+06  MAGICUSDT  \n",
      "\n",
      "[9948 rows x 12 columns], 'ICPUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00   5.520   5.581   5.503   5.543   335523.0   \n",
      "1    2023-01-23 08:00:00+08:00   5.541   5.695   5.541   5.657   435400.0   \n",
      "2    2023-01-23 09:00:00+08:00   5.655   5.752   5.643   5.711   253120.0   \n",
      "3    2023-01-23 10:00:00+08:00   5.712   5.805   5.695   5.778   303929.0   \n",
      "4    2023-01-23 11:00:00+08:00   5.778   5.808   5.695   5.705   237637.0   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  14.389  14.396  14.200  14.261   252338.0   \n",
      "9996 2024-03-14 19:00:00+08:00  14.264  14.307  14.061  14.247   496545.0   \n",
      "9997 2024-03-14 20:00:00+08:00  14.248  14.311  14.021  14.123   412595.0   \n",
      "9998 2024-03-14 21:00:00+08:00  14.124  14.156  13.620  13.775  1068713.0   \n",
      "9999 2024-03-14 22:00:00+08:00  13.777  14.052  13.750  13.896   645704.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.859889e+06     8983.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  2.450112e+06    11512.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.443530e+06     7645.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.746856e+06     8910.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.368075e+06     7113.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  3.614605e+06    15116.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  7.059582e+06    30572.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  5.833973e+06    24748.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  1.481773e+07    60964.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  8.972147e+06    40818.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                        181434.0                   1005935.413  ICPUSDT  \n",
      "1                        220717.0                   1242921.873  ICPUSDT  \n",
      "2                        134243.0                    765877.118  ICPUSDT  \n",
      "3                        156132.0                    898248.461  ICPUSDT  \n",
      "4                        102158.0                    588475.597  ICPUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                     120676.0                   1729107.251  ICPUSDT  \n",
      "9996                     232625.0                   3307952.007  ICPUSDT  \n",
      "9997                     208500.0                   2946054.216  ICPUSDT  \n",
      "9998                     473780.0                   6568788.241  ICPUSDT  \n",
      "9999                     319450.0                   4438512.267  ICPUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'GLMRUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-09-26 09:00:00+08:00  0.2364  0.2495  0.2282  0.2428  32527448.0   \n",
      "1    2023-09-26 10:00:00+08:00  0.2428  0.2472  0.2206  0.2243  35887767.0   \n",
      "2    2023-09-26 11:00:00+08:00  0.2246  0.2382  0.2180  0.2246  48039313.0   \n",
      "3    2023-09-26 12:00:00+08:00  0.2246  0.2328  0.2202  0.2240  24506075.0   \n",
      "4    2023-09-26 13:00:00+08:00  0.2239  0.2300  0.2194  0.2292  23708773.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "4089 2024-03-14 18:00:00+08:00  0.6807  0.6809  0.6632  0.6754   2060837.0   \n",
      "4090 2024-03-14 19:00:00+08:00  0.6755  0.6833  0.6710  0.6778   4237602.0   \n",
      "4091 2024-03-14 20:00:00+08:00  0.6777  0.6812  0.6597  0.6621   2427858.0   \n",
      "4092 2024-03-14 21:00:00+08:00  0.6620  0.6665  0.6317  0.6435   6014182.0   \n",
      "4093 2024-03-14 22:00:00+08:00  0.6432  0.6665  0.6430  0.6569   4193191.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-09-26 09:59:59.999000064+08:00  7.804852e+06    24619.0   \n",
      "1    2023-09-26 10:59:59.999000064+08:00  8.338067e+06    31656.0   \n",
      "2    2023-09-26 11:59:59.999000064+08:00  1.087466e+07    41832.0   \n",
      "3    2023-09-26 12:59:59.999000064+08:00  5.554099e+06    24855.0   \n",
      "4    2023-09-26 13:59:59.999000064+08:00  5.311229e+06    24530.0   \n",
      "...                                  ...           ...        ...   \n",
      "4089 2024-03-14 18:59:59.999000064+08:00  1.381089e+06    12929.0   \n",
      "4090 2024-03-14 19:59:59.999000064+08:00  2.874057e+06    22848.0   \n",
      "4091 2024-03-14 20:59:59.999000064+08:00  1.621029e+06    14321.0   \n",
      "4092 2024-03-14 21:59:59.999000064+08:00  3.896329e+06    30757.0   \n",
      "4093 2024-03-14 22:59:59.999000064+08:00  2.746412e+06    27927.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                      16906883.0                  4.057449e+06  GLMRUSDT  \n",
      "1                      17088414.0                  3.972775e+06  GLMRUSDT  \n",
      "2                      22595366.0                  5.119508e+06  GLMRUSDT  \n",
      "3                      12469364.0                  2.827451e+06  GLMRUSDT  \n",
      "4                      11868369.0                  2.661266e+06  GLMRUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "4089                     887754.0                  5.952311e+05  GLMRUSDT  \n",
      "4090                    1907170.0                  1.293431e+06  GLMRUSDT  \n",
      "4091                    1001620.0                  6.689229e+05  GLMRUSDT  \n",
      "4092                    2536612.0                  1.644224e+06  GLMRUSDT  \n",
      "4093                    2110378.0                  1.382613e+06  GLMRUSDT  \n",
      "\n",
      "[4094 rows x 12 columns], 'BIGTIMEUSDT':              candle_begin_time    open    high     low   close       volume  \\\n",
      "0    2023-10-12 22:00:00+08:00  0.2006  0.2685  0.2006  0.2631  242504844.0   \n",
      "1    2023-10-12 23:00:00+08:00  0.2633  0.2739  0.2535  0.2662  346740853.0   \n",
      "2    2023-10-13 00:00:00+08:00  0.2661  0.2866  0.2586  0.2829  239941289.0   \n",
      "3    2023-10-13 01:00:00+08:00  0.2828  0.3487  0.2799  0.3095  654761468.0   \n",
      "4    2023-10-13 02:00:00+08:00  0.3093  0.3265  0.3046  0.3134  255241227.0   \n",
      "...                        ...     ...     ...     ...     ...          ...   \n",
      "3692 2024-03-14 18:00:00+08:00  0.5060  0.5078  0.4980  0.5018    7030676.0   \n",
      "3693 2024-03-14 19:00:00+08:00  0.5018  0.5058  0.4926  0.5004    9073589.0   \n",
      "3694 2024-03-14 20:00:00+08:00  0.5006  0.5043  0.4938  0.4976    6801103.0   \n",
      "3695 2024-03-14 21:00:00+08:00  0.4976  0.4996  0.4674  0.4769   29003345.0   \n",
      "3696 2024-03-14 22:00:00+08:00  0.4768  0.4881  0.4758  0.4805   14176637.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-10-12 22:59:59.999000064+08:00  6.033023e+07   209408.0   \n",
      "1    2023-10-12 23:59:59.999000064+08:00  9.205140e+07   347629.0   \n",
      "2    2023-10-13 00:59:59.999000064+08:00  6.510705e+07   252753.0   \n",
      "3    2023-10-13 01:59:59.999000064+08:00  2.047484e+08   647023.0   \n",
      "4    2023-10-13 02:59:59.999000064+08:00  8.061385e+07   353443.0   \n",
      "...                                  ...           ...        ...   \n",
      "3692 2024-03-14 18:59:59.999000064+08:00  3.541955e+06    24236.0   \n",
      "3693 2024-03-14 19:59:59.999000064+08:00  4.521957e+06    33294.0   \n",
      "3694 2024-03-14 20:59:59.999000064+08:00  3.387958e+06    23098.0   \n",
      "3695 2024-03-14 21:59:59.999000064+08:00  1.392612e+07    80911.0   \n",
      "3696 2024-03-14 22:59:59.999000064+08:00  6.822569e+06    47608.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume       symbol  \n",
      "0                     125284063.0                  3.115786e+07  BIGTIMEUSDT  \n",
      "1                     171420393.0                  4.554963e+07  BIGTIMEUSDT  \n",
      "2                     125626352.0                  3.414568e+07  BIGTIMEUSDT  \n",
      "3                     333837914.0                  1.043337e+08  BIGTIMEUSDT  \n",
      "4                     127067099.0                  4.016430e+07  BIGTIMEUSDT  \n",
      "...                           ...                           ...          ...  \n",
      "3692                    3431650.0                  1.729668e+06  BIGTIMEUSDT  \n",
      "3693                    4303890.0                  2.145538e+06  BIGTIMEUSDT  \n",
      "3694                    3165439.0                  1.576498e+06  BIGTIMEUSDT  \n",
      "3695                   12581100.0                  6.039465e+06  BIGTIMEUSDT  \n",
      "3696                    7015357.0                  3.376391e+06  BIGTIMEUSDT  \n",
      "\n",
      "[3697 rows x 12 columns], 'WIFUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2024-01-18 22:00:00+08:00  0.4475  0.4484  0.3933  0.3984  15148877.3   \n",
      "1    2024-01-18 23:00:00+08:00  0.3984  0.4386  0.3796  0.4291  25000758.5   \n",
      "2    2024-01-19 00:00:00+08:00  0.4292  0.4328  0.3834  0.4028  19833383.3   \n",
      "3    2024-01-19 01:00:00+08:00  0.4028  0.4148  0.3716  0.3783  26437412.9   \n",
      "4    2024-01-19 02:00:00+08:00  0.3780  0.3921  0.3704  0.3895  15925144.5   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "1340 2024-03-14 18:00:00+08:00  3.3541  3.4595  3.2452  3.2641  39737681.4   \n",
      "1341 2024-03-14 19:00:00+08:00  3.2638  3.2838  3.1159  3.2568  39904323.8   \n",
      "1342 2024-03-14 20:00:00+08:00  3.2570  3.3379  3.2470  3.3061  30678380.5   \n",
      "1343 2024-03-14 21:00:00+08:00  3.3060  3.3292  3.0200  3.1362  53389112.1   \n",
      "1344 2024-03-14 22:00:00+08:00  3.1357  3.3390  3.1324  3.2637  44359372.7   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2024-01-18 22:59:59.999000064+08:00  6.293595e+06    20781.0   \n",
      "1    2024-01-18 23:59:59.999000064+08:00  1.036808e+07    44362.0   \n",
      "2    2024-01-19 00:59:59.999000064+08:00  8.015936e+06    54368.0   \n",
      "3    2024-01-19 01:59:59.999000064+08:00  1.037517e+07    80392.0   \n",
      "4    2024-01-19 02:59:59.999000064+08:00  6.072766e+06    58562.0   \n",
      "...                                  ...           ...        ...   \n",
      "1340 2024-03-14 18:59:59.999000064+08:00  1.329677e+08   441880.0   \n",
      "1341 2024-03-14 19:59:59.999000064+08:00  1.274807e+08   338446.0   \n",
      "1342 2024-03-14 20:59:59.999000064+08:00  1.010259e+08   314067.0   \n",
      "1343 2024-03-14 21:59:59.999000064+08:00  1.701650e+08   509034.0   \n",
      "1344 2024-03-14 22:59:59.999000064+08:00  1.431623e+08   424953.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       6804902.6                  2.823578e+06  WIFUSDT  \n",
      "1                      13054014.2                  5.418465e+06  WIFUSDT  \n",
      "2                       9313179.5                  3.762751e+06  WIFUSDT  \n",
      "3                      12621264.9                  4.954039e+06  WIFUSDT  \n",
      "4                       7568691.9                  2.890674e+06  WIFUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "1340                   20022273.1                  6.703937e+07  WIFUSDT  \n",
      "1341                   19532488.6                  6.242141e+07  WIFUSDT  \n",
      "1342                   15690637.6                  5.168792e+07  WIFUSDT  \n",
      "1343                   24692766.1                  7.876978e+07  WIFUSDT  \n",
      "1344                   22748435.9                  7.346262e+07  WIFUSDT  \n",
      "\n",
      "[1345 rows x 12 columns], 'UMAUSDT':              candle_begin_time   open   high    low  close    volume  \\\n",
      "0    2023-05-10 20:00:00+08:00  2.657  2.944  2.600  2.690  242769.0   \n",
      "1    2023-05-10 21:00:00+08:00  2.690  2.697  2.582  2.665  207128.0   \n",
      "2    2023-05-10 22:00:00+08:00  2.666  2.675  2.622  2.647  163484.0   \n",
      "3    2023-05-10 23:00:00+08:00  2.647  2.716  2.644  2.690  199044.0   \n",
      "4    2023-05-11 00:00:00+08:00  2.689  2.711  2.626  2.633  164680.0   \n",
      "...                        ...    ...    ...    ...    ...       ...   \n",
      "7414 2024-03-14 18:00:00+08:00  4.821  4.825  4.764  4.773  233439.0   \n",
      "7415 2024-03-14 19:00:00+08:00  4.772  4.788  4.702  4.741  379812.0   \n",
      "7416 2024-03-14 20:00:00+08:00  4.741  4.757  4.652  4.688  481919.0   \n",
      "7417 2024-03-14 21:00:00+08:00  4.688  4.701  4.500  4.564  895739.0   \n",
      "7418 2024-03-14 22:00:00+08:00  4.564  4.656  4.563  4.622  603468.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-05-10 20:59:59.999000064+08:00    650693.213     4485.0   \n",
      "1    2023-05-10 21:59:59.999000064+08:00    553230.096     3101.0   \n",
      "2    2023-05-10 22:59:59.999000064+08:00    433387.732     3517.0   \n",
      "3    2023-05-10 23:59:59.999000064+08:00    535124.821     4693.0   \n",
      "4    2023-05-11 00:59:59.999000064+08:00    439433.254     3741.0   \n",
      "...                                  ...           ...        ...   \n",
      "7414 2024-03-14 18:59:59.999000064+08:00   1118935.395     7303.0   \n",
      "7415 2024-03-14 19:59:59.999000064+08:00   1799790.757    12487.0   \n",
      "7416 2024-03-14 20:59:59.999000064+08:00   2261685.200    15782.0   \n",
      "7417 2024-03-14 21:59:59.999000064+08:00   4109149.477    26082.0   \n",
      "7418 2024-03-14 22:59:59.999000064+08:00   2783779.517    16919.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                        115275.0                    309260.947  UMAUSDT  \n",
      "1                        106025.0                    283486.753  UMAUSDT  \n",
      "2                        104125.0                    276221.068  UMAUSDT  \n",
      "3                        109506.0                    294420.922  UMAUSDT  \n",
      "4                         74807.0                    200049.063  UMAUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "7414                     101037.0                    484252.486  UMAUSDT  \n",
      "7415                     164835.0                    780939.613  UMAUSDT  \n",
      "7416                     225321.0                   1057403.905  UMAUSDT  \n",
      "7417                     420650.0                   1930506.270  UMAUSDT  \n",
      "7418                     316477.0                   1460190.432  UMAUSDT  \n",
      "\n",
      "[7419 rows x 12 columns], '1INCHUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.5133  0.5164  0.5099  0.5133  2850436.0   \n",
      "1    2023-01-23 08:00:00+08:00  0.5133  0.5302  0.5130  0.5215  9118469.0   \n",
      "2    2023-01-23 09:00:00+08:00  0.5216  0.5369  0.5215  0.5270  5726303.0   \n",
      "3    2023-01-23 10:00:00+08:00  0.5271  0.5388  0.5264  0.5353  3560333.0   \n",
      "4    2023-01-23 11:00:00+08:00  0.5353  0.5356  0.5263  0.5275  3876384.0   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.6696  0.6706  0.6612  0.6638  1144911.0   \n",
      "9996 2024-03-14 19:00:00+08:00  0.6638  0.6649  0.6522  0.6580  2630102.0   \n",
      "9997 2024-03-14 20:00:00+08:00  0.6581  0.6617  0.6519  0.6562  1863855.0   \n",
      "9998 2024-03-14 21:00:00+08:00  0.6562  0.6577  0.6272  0.6363  6916798.0   \n",
      "9999 2024-03-14 22:00:00+08:00  0.6362  0.6505  0.6358  0.6432  4079222.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.463050e+06     5875.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  4.765273e+06    17044.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  3.033376e+06    10527.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.894597e+06     7235.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  2.056887e+06     7310.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  7.627203e+05     6470.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.728764e+06    13119.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  1.223400e+06     9247.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  4.445469e+06    26874.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  2.623921e+06    19339.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume     symbol  \n",
      "0                       1425628.0                  7.315802e+05  1INCHUSDT  \n",
      "1                       4911838.0                  2.566109e+06  1INCHUSDT  \n",
      "2                       2927443.0                  1.550455e+06  1INCHUSDT  \n",
      "3                       1983007.0                  1.054669e+06  1INCHUSDT  \n",
      "4                       1754857.0                  9.307328e+05  1INCHUSDT  \n",
      "...                           ...                           ...        ...  \n",
      "9995                     543535.0                  3.620471e+05  1INCHUSDT  \n",
      "9996                    1266429.0                  8.327204e+05  1INCHUSDT  \n",
      "9997                     934721.0                  6.136316e+05  1INCHUSDT  \n",
      "9998                    2946383.0                  1.892153e+06  1INCHUSDT  \n",
      "9999                    2123906.0                  1.366701e+06  1INCHUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'SKLUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.03466  0.03490  0.03406  0.03411   \n",
      "1    2023-01-23 08:00:00+08:00  0.03411  0.03522  0.03411  0.03492   \n",
      "2    2023-01-23 09:00:00+08:00  0.03493  0.03549  0.03474  0.03521   \n",
      "3    2023-01-23 10:00:00+08:00  0.03520  0.03582  0.03510  0.03560   \n",
      "4    2023-01-23 11:00:00+08:00  0.03560  0.03588  0.03517  0.03529   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.11332  0.11348  0.11136  0.11181   \n",
      "9996 2024-03-14 19:00:00+08:00  0.11181  0.11245  0.11024  0.11168   \n",
      "9997 2024-03-14 20:00:00+08:00  0.11167  0.11293  0.11124  0.11166   \n",
      "9998 2024-03-14 21:00:00+08:00  0.11167  0.11192  0.10709  0.10844   \n",
      "9999 2024-03-14 22:00:00+08:00  0.10844  0.11091  0.10833  0.10959   \n",
      "\n",
      "          volume                          close_time  quote_volume  trade_num  \\\n",
      "0     34521753.0 2023-01-23 07:59:59.999000064+08:00  1.193347e+06     6375.0   \n",
      "1     39350256.0 2023-01-23 08:59:59.999000064+08:00  1.369436e+06     8135.0   \n",
      "2     28214593.0 2023-01-23 09:59:59.999000064+08:00  9.923118e+05     5732.0   \n",
      "3     18710822.0 2023-01-23 10:59:59.999000064+08:00  6.652258e+05     4851.0   \n",
      "4     16550970.0 2023-01-23 11:59:59.999000064+08:00  5.877172e+05     3963.0   \n",
      "...          ...                                 ...           ...        ...   \n",
      "9995  10230089.0 2024-03-14 18:59:59.999000064+08:00  1.150840e+06    10632.0   \n",
      "9996  14979606.0 2024-03-14 19:59:59.999000064+08:00  1.668511e+06    17260.0   \n",
      "9997  15850719.0 2024-03-14 20:59:59.999000064+08:00  1.776446e+06    16418.0   \n",
      "9998  26614789.0 2024-03-14 21:59:59.999000064+08:00  2.914362e+06    26370.0   \n",
      "9999  13126471.0 2024-03-14 22:59:59.999000064+08:00  1.440610e+06    18460.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                      14110514.0                  4.886146e+05  SKLUSDT  \n",
      "1                      20917496.0                  7.275404e+05  SKLUSDT  \n",
      "2                      15333572.0                  5.393859e+05  SKLUSDT  \n",
      "3                      10052600.0                  3.574832e+05  SKLUSDT  \n",
      "4                       8672904.0                  3.083178e+05  SKLUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                    5052762.0                  5.685857e+05  SKLUSDT  \n",
      "9996                    7381422.0                  8.223862e+05  SKLUSDT  \n",
      "9997                    8473887.0                  9.497885e+05  SKLUSDT  \n",
      "9998                   11523110.0                  1.262140e+06  SKLUSDT  \n",
      "9999                    6696247.0                  7.347141e+05  SKLUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'LINKUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-01-23 07:00:00+08:00   6.959   7.004   6.940   6.986  1260433.36   \n",
      "1    2023-01-23 08:00:00+08:00   6.986   7.174   6.974   7.118  3782507.65   \n",
      "2    2023-01-23 09:00:00+08:00   7.119   7.243   7.116   7.132  2781364.44   \n",
      "3    2023-01-23 10:00:00+08:00   7.134   7.184   7.124   7.167  1397192.94   \n",
      "4    2023-01-23 11:00:00+08:00   7.166   7.183   7.079   7.089  1283864.22   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "9995 2024-03-14 18:00:00+08:00  21.143  21.661  21.137  21.295  2915232.18   \n",
      "9996 2024-03-14 19:00:00+08:00  21.293  21.671  20.944  21.642  2138120.29   \n",
      "9997 2024-03-14 20:00:00+08:00  21.641  21.980  21.497  21.626  2942699.80   \n",
      "9998 2024-03-14 21:00:00+08:00  21.627  21.654  20.767  21.008  3673455.03   \n",
      "9999 2024-03-14 22:00:00+08:00  21.008  21.346  20.838  20.912  2437605.31   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  8.793299e+06    17828.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  2.681898e+07    45287.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.998662e+07    32964.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  9.994105e+06    17697.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  9.146226e+06    16876.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  6.247574e+07   109338.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  4.558702e+07    83321.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  6.402103e+07   112213.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  7.753291e+07   136693.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  5.147451e+07   101830.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                       603431.70                  4.209648e+06  LINKUSDT  \n",
      "1                      1994787.25                  1.414105e+07  LINKUSDT  \n",
      "2                      1385298.17                  9.954209e+06  LINKUSDT  \n",
      "3                       699823.05                  5.006105e+06  LINKUSDT  \n",
      "4                       575249.04                  4.099034e+06  LINKUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9995                   1337422.02                  2.866393e+07  LINKUSDT  \n",
      "9996                    986670.33                  2.105109e+07  LINKUSDT  \n",
      "9997                   1326953.21                  2.887198e+07  LINKUSDT  \n",
      "9998                   1730654.80                  3.651357e+07  LINKUSDT  \n",
      "9999                   1184778.09                  2.502265e+07  LINKUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'LRCUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.2760  0.2791  0.2738  0.2786   5216744.0   \n",
      "1    2023-01-23 08:00:00+08:00  0.2786  0.2892  0.2783  0.2828  15495195.0   \n",
      "2    2023-01-23 09:00:00+08:00  0.2828  0.2948  0.2828  0.2890  10444033.0   \n",
      "3    2023-01-23 10:00:00+08:00  0.2890  0.2932  0.2885  0.2919   4662245.0   \n",
      "4    2023-01-23 11:00:00+08:00  0.2920  0.2926  0.2866  0.2869   5079836.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.5045  0.5191  0.5008  0.5128  30363767.0   \n",
      "9996 2024-03-14 19:00:00+08:00  0.5127  0.5438  0.5099  0.5303  61253083.0   \n",
      "9997 2024-03-14 20:00:00+08:00  0.5303  0.5419  0.5218  0.5259  43361980.0   \n",
      "9998 2024-03-14 21:00:00+08:00  0.5259  0.5308  0.4965  0.5053  52537265.0   \n",
      "9999 2024-03-14 22:00:00+08:00  0.5051  0.5141  0.4974  0.5095  28602457.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.440254e+06     6662.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  4.396953e+06    16238.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  3.022907e+06    11622.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.358460e+06     6269.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.469930e+06     5971.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  1.549131e+07    76626.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  3.230319e+07   148998.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  2.306592e+07    93030.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  2.685229e+07    98584.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  1.444758e+07    64235.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       2704546.0                  7.469927e+05  LRCUSDT  \n",
      "1                       7612130.0                  2.161610e+06  LRCUSDT  \n",
      "2                       5584545.0                  1.616403e+06  LRCUSDT  \n",
      "3                       2178099.0                  6.344594e+05  LRCUSDT  \n",
      "4                       2112550.0                  6.111752e+05  LRCUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                   14728166.0                  7.517130e+06  LRCUSDT  \n",
      "9996                   30985647.0                  1.634630e+07  LRCUSDT  \n",
      "9997                   20406123.0                  1.085668e+07  LRCUSDT  \n",
      "9998                   24567145.0                  1.256648e+07  LRCUSDT  \n",
      "9999                   14486207.0                  7.319892e+06  LRCUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'BNXUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-02-22 22:00:00+08:00  1.4110  1.6630  1.4000  1.5520   4074571.0   \n",
      "1    2023-02-22 23:00:00+08:00  1.5520  1.6600  1.5300  1.5790  11081046.0   \n",
      "2    2023-02-23 00:00:00+08:00  1.5820  1.6150  1.5000  1.5230   6365358.5   \n",
      "3    2023-02-23 01:00:00+08:00  1.5220  1.5680  1.5050  1.5390   2318201.7   \n",
      "4    2023-02-23 02:00:00+08:00  1.5390  1.6000  1.5280  1.5580   2698043.7   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "9260 2024-03-14 18:00:00+08:00  0.6071  0.6104  0.6060  0.6079   1608956.4   \n",
      "9261 2024-03-14 19:00:00+08:00  0.6080  0.6094  0.6043  0.6065   2096519.3   \n",
      "9262 2024-03-14 20:00:00+08:00  0.6066  0.6099  0.6040  0.6065   2672939.2   \n",
      "9263 2024-03-14 21:00:00+08:00  0.6065  0.6075  0.5932  0.5968   5653492.5   \n",
      "9264 2024-03-14 22:00:00+08:00  0.5966  0.6020  0.5934  0.5947   6052449.5   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-02-22 22:59:59.999000064+08:00  6.458064e+06    30456.0   \n",
      "1    2023-02-22 23:59:59.999000064+08:00  1.771732e+07    80699.0   \n",
      "2    2023-02-23 00:59:59.999000064+08:00  9.903856e+06    52596.0   \n",
      "3    2023-02-23 01:59:59.999000064+08:00  3.557798e+06    20233.0   \n",
      "4    2023-02-23 02:59:59.999000064+08:00  4.224464e+06    21826.0   \n",
      "...                                  ...           ...        ...   \n",
      "9260 2024-03-14 18:59:59.999000064+08:00  9.778779e+05     8270.0   \n",
      "9261 2024-03-14 19:59:59.999000064+08:00  1.270407e+06     7642.0   \n",
      "9262 2024-03-14 20:59:59.999000064+08:00  1.621270e+06     9170.0   \n",
      "9263 2024-03-14 21:59:59.999000064+08:00  3.394520e+06    17038.0   \n",
      "9264 2024-03-14 22:59:59.999000064+08:00  3.614110e+06    14356.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       2008414.9                  3.191166e+06  BNXUSDT  \n",
      "1                       5088834.1                  8.149131e+06  BNXUSDT  \n",
      "2                       2940511.2                  4.585033e+06  BNXUSDT  \n",
      "3                       1067023.7                  1.638962e+06  BNXUSDT  \n",
      "4                       1325959.0                  2.077200e+06  BNXUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9260                     792642.9                  4.817754e+05  BNXUSDT  \n",
      "9261                     924643.8                  5.604401e+05  BNXUSDT  \n",
      "9262                    1199793.3                  7.279718e+05  BNXUSDT  \n",
      "9263                    2413814.5                  1.448943e+06  BNXUSDT  \n",
      "9264                    2943530.6                  1.757738e+06  BNXUSDT  \n",
      "\n",
      "[9265 rows x 12 columns], 'MANAUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.7185  0.7287  0.7175  0.7246  16127016.0   \n",
      "1    2023-01-23 08:00:00+08:00  0.7245  0.7291  0.7175  0.7226  22144939.0   \n",
      "2    2023-01-23 09:00:00+08:00  0.7227  0.7496  0.7216  0.7321  38427596.0   \n",
      "3    2023-01-23 10:00:00+08:00  0.7322  0.7405  0.7318  0.7373  16533035.0   \n",
      "4    2023-01-23 11:00:00+08:00  0.7374  0.7441  0.7259  0.7268  17753364.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.7702  0.7721  0.7590  0.7627   4219996.0   \n",
      "9996 2024-03-14 19:00:00+08:00  0.7625  0.7644  0.7483  0.7547   5223640.0   \n",
      "9997 2024-03-14 20:00:00+08:00  0.7548  0.7624  0.7455  0.7493   4377232.0   \n",
      "9998 2024-03-14 21:00:00+08:00  0.7494  0.7528  0.7166  0.7251  13782389.0   \n",
      "9999 2024-03-14 22:00:00+08:00  0.7251  0.7477  0.7247  0.7356  13276155.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.166105e+07    26148.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.603056e+07    36886.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  2.834901e+07    57125.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.217616e+07    26423.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.304138e+07    27191.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  3.231741e+06    14368.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  3.939885e+06    17143.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  3.290897e+06    17127.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  1.009033e+07    42833.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  9.754259e+06    41167.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                       8532449.0                  6.170435e+06  MANAUSDT  \n",
      "1                      10008982.0                  7.246698e+06  MANAUSDT  \n",
      "2                      19236643.0                  1.418409e+07  MANAUSDT  \n",
      "3                       8295879.0                  6.111323e+06  MANAUSDT  \n",
      "4                       7328091.0                  5.386755e+06  MANAUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9995                    1848409.0                  1.415957e+06  MANAUSDT  \n",
      "9996                    2692244.0                  2.030395e+06  MANAUSDT  \n",
      "9997                    2131122.0                  1.601973e+06  MANAUSDT  \n",
      "9998                    6792852.0                  4.976545e+06  MANAUSDT  \n",
      "9999                    6918902.0                  5.083615e+06  MANAUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'IOTXUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.02849  0.02872  0.02839  0.02865   \n",
      "1    2023-01-23 08:00:00+08:00  0.02865  0.02912  0.02863  0.02899   \n",
      "2    2023-01-23 09:00:00+08:00  0.02899  0.02922  0.02885  0.02894   \n",
      "3    2023-01-23 10:00:00+08:00  0.02894  0.02933  0.02890  0.02925   \n",
      "4    2023-01-23 11:00:00+08:00  0.02926  0.02927  0.02894  0.02897   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.08174  0.08194  0.08080  0.08120   \n",
      "9996 2024-03-14 19:00:00+08:00  0.08120  0.08150  0.08025  0.08138   \n",
      "9997 2024-03-14 20:00:00+08:00  0.08139  0.08190  0.08028  0.08087   \n",
      "9998 2024-03-14 21:00:00+08:00  0.08088  0.08094  0.07705  0.07848   \n",
      "9999 2024-03-14 22:00:00+08:00  0.07846  0.08064  0.07828  0.07945   \n",
      "\n",
      "          volume                          close_time  quote_volume  trade_num  \\\n",
      "0     17308663.0 2023-01-23 07:59:59.999000064+08:00  4.944427e+05     3173.0   \n",
      "1     22809672.0 2023-01-23 08:59:59.999000064+08:00  6.595950e+05     4252.0   \n",
      "2     13964089.0 2023-01-23 09:59:59.999000064+08:00  4.061785e+05     2704.0   \n",
      "3     13836478.0 2023-01-23 10:59:59.999000064+08:00  4.032394e+05     2708.0   \n",
      "4     12613018.0 2023-01-23 11:59:59.999000064+08:00  3.669559e+05     2488.0   \n",
      "...          ...                                 ...           ...        ...   \n",
      "9995  16835377.0 2024-03-14 18:59:59.999000064+08:00  1.369398e+06    10668.0   \n",
      "9996  17935564.0 2024-03-14 19:59:59.999000064+08:00  1.450873e+06    13159.0   \n",
      "9997  11965175.0 2024-03-14 20:59:59.999000064+08:00  9.680199e+05    11147.0   \n",
      "9998  48061180.0 2024-03-14 21:59:59.999000064+08:00  3.782455e+06    31520.0   \n",
      "9999  29444954.0 2024-03-14 22:59:59.999000064+08:00  2.342270e+06    23794.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                       9177871.0                  2.621612e+05  IOTXUSDT  \n",
      "1                      10928426.0                  3.159914e+05  IOTXUSDT  \n",
      "2                       5822117.0                  1.693786e+05  IOTXUSDT  \n",
      "3                       7482936.0                  2.180678e+05  IOTXUSDT  \n",
      "4                       6305328.0                  1.834383e+05  IOTXUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9995                    6924276.0                  5.634387e+05  IOTXUSDT  \n",
      "9996                    8158006.0                  6.600839e+05  IOTXUSDT  \n",
      "9997                    5563577.0                  4.498548e+05  IOTXUSDT  \n",
      "9998                   19405331.0                  1.526859e+06  IOTXUSDT  \n",
      "9999                   14772836.0                  1.175093e+06  IOTXUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], '1000BONKUSDT':              candle_begin_time      open      high       low     close  \\\n",
      "0    2023-11-22 22:00:00+08:00  0.004780  0.004825  0.004107  0.004282   \n",
      "1    2023-11-22 23:00:00+08:00  0.004282  0.004470  0.004076  0.004252   \n",
      "2    2023-11-23 00:00:00+08:00  0.004254  0.004436  0.004170  0.004290   \n",
      "3    2023-11-23 01:00:00+08:00  0.004292  0.004499  0.004150  0.004442   \n",
      "4    2023-11-23 02:00:00+08:00  0.004441  0.004724  0.004367  0.004497   \n",
      "...                        ...       ...       ...       ...       ...   \n",
      "2708 2024-03-14 18:00:00+08:00  0.035612  0.036734  0.034636  0.035031   \n",
      "2709 2024-03-14 19:00:00+08:00  0.035039  0.036250  0.034203  0.035861   \n",
      "2710 2024-03-14 20:00:00+08:00  0.035863  0.035890  0.034545  0.035531   \n",
      "2711 2024-03-14 21:00:00+08:00  0.035538  0.036050  0.033098  0.033774   \n",
      "2712 2024-03-14 22:00:00+08:00  0.033773  0.034991  0.033625  0.034443   \n",
      "\n",
      "            volume                          close_time  quote_volume  \\\n",
      "0     1.781725e+09 2023-11-22 22:59:59.999000064+08:00  7.874915e+06   \n",
      "1     2.536713e+09 2023-11-22 23:59:59.999000064+08:00  1.083078e+07   \n",
      "2     1.325235e+09 2023-11-23 00:59:59.999000064+08:00  5.720503e+06   \n",
      "3     1.495281e+09 2023-11-23 01:59:59.999000064+08:00  6.502768e+06   \n",
      "4     1.462408e+09 2023-11-23 02:59:59.999000064+08:00  6.626535e+06   \n",
      "...            ...                                 ...           ...   \n",
      "2708  1.381659e+09 2024-03-14 18:59:59.999000064+08:00  4.945835e+07   \n",
      "2709  1.415705e+09 2024-03-14 19:59:59.999000064+08:00  4.972100e+07   \n",
      "2710  9.828655e+08 2024-03-14 20:59:59.999000064+08:00  3.458821e+07   \n",
      "2711  1.688764e+09 2024-03-14 21:59:59.999000064+08:00  5.793691e+07   \n",
      "2712  1.397964e+09 2024-03-14 22:59:59.999000064+08:00  4.786440e+07   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0       38302.0                 8.733888e+08                  3.857139e+06   \n",
      "1       52445.0                 1.230013e+09                  5.255921e+06   \n",
      "2       32362.0                 6.500033e+08                  2.809370e+06   \n",
      "3       34093.0                 7.499185e+08                  3.265372e+06   \n",
      "4       38348.0                 6.908593e+08                  3.133072e+06   \n",
      "...         ...                          ...                           ...   \n",
      "2708   228026.0                 6.444621e+08                  2.307512e+07   \n",
      "2709   223851.0                 6.941942e+08                  2.439599e+07   \n",
      "2710   171862.0                 4.904070e+08                  1.726002e+07   \n",
      "2711   277701.0                 7.606843e+08                  2.611240e+07   \n",
      "2712   234514.0                 6.973178e+08                  2.387523e+07   \n",
      "\n",
      "            symbol  \n",
      "0     1000BONKUSDT  \n",
      "1     1000BONKUSDT  \n",
      "2     1000BONKUSDT  \n",
      "3     1000BONKUSDT  \n",
      "4     1000BONKUSDT  \n",
      "...            ...  \n",
      "2708  1000BONKUSDT  \n",
      "2709  1000BONKUSDT  \n",
      "2710  1000BONKUSDT  \n",
      "2711  1000BONKUSDT  \n",
      "2712  1000BONKUSDT  \n",
      "\n",
      "[2713 rows x 12 columns], 'ZETAUSDT':             candle_begin_time    open    high     low   close     volume  \\\n",
      "0   2024-02-02 16:00:00+08:00  1.7148  1.7247  1.6200  1.6685  3203922.0   \n",
      "1   2024-02-02 17:00:00+08:00  1.6682  1.6731  1.5113  1.5894  7922351.0   \n",
      "2   2024-02-02 18:00:00+08:00  1.5904  1.6327  1.5552  1.6077  3731604.0   \n",
      "3   2024-02-02 19:00:00+08:00  1.6078  1.6890  1.5942  1.6285  5071581.0   \n",
      "4   2024-02-02 20:00:00+08:00  1.6279  1.7537  1.6208  1.7114  5847788.0   \n",
      "..                        ...     ...     ...     ...     ...        ...   \n",
      "986 2024-03-14 18:00:00+08:00  2.3305  2.3330  2.2800  2.2862   667957.0   \n",
      "987 2024-03-14 19:00:00+08:00  2.2861  2.2903  2.2556  2.2729   652385.0   \n",
      "988 2024-03-14 20:00:00+08:00  2.2729  2.2859  2.2144  2.2350  1547699.0   \n",
      "989 2024-03-14 21:00:00+08:00  2.2353  2.2475  2.1500  2.1864  2139348.0   \n",
      "990 2024-03-14 22:00:00+08:00  2.1860  2.2195  2.1787  2.1988   993444.0   \n",
      "\n",
      "                             close_time  quote_volume  trade_num  \\\n",
      "0   2024-02-02 16:59:59.999000064+08:00  5.378720e+06    16447.0   \n",
      "1   2024-02-02 17:59:59.999000064+08:00  1.248724e+07    52074.0   \n",
      "2   2024-02-02 18:59:59.999000064+08:00  5.939477e+06    33863.0   \n",
      "3   2024-02-02 19:59:59.999000064+08:00  8.318889e+06    55749.0   \n",
      "4   2024-02-02 20:59:59.999000064+08:00  9.902376e+06    70319.0   \n",
      "..                                  ...           ...        ...   \n",
      "986 2024-03-14 18:59:59.999000064+08:00  1.540168e+06    13605.0   \n",
      "987 2024-03-14 19:59:59.999000064+08:00  1.480179e+06    15106.0   \n",
      "988 2024-03-14 20:59:59.999000064+08:00  3.470354e+06    26668.0   \n",
      "989 2024-03-14 21:59:59.999000064+08:00  4.694327e+06    36780.0   \n",
      "990 2024-03-14 22:59:59.999000064+08:00  2.184256e+06    23166.0   \n",
      "\n",
      "     taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                      1506211.0                  2.528303e+06  ZETAUSDT  \n",
      "1                      3811403.0                  6.011921e+06  ZETAUSDT  \n",
      "2                      1956851.0                  3.116838e+06  ZETAUSDT  \n",
      "3                      2596176.0                  4.262124e+06  ZETAUSDT  \n",
      "4                      3157486.0                  5.350732e+06  ZETAUSDT  \n",
      "..                           ...                           ...       ...  \n",
      "986                     278292.0                  6.410017e+05  ZETAUSDT  \n",
      "987                     275035.0                  6.238907e+05  ZETAUSDT  \n",
      "988                     595544.0                  1.336607e+06  ZETAUSDT  \n",
      "989                     840138.0                  1.843674e+06  ZETAUSDT  \n",
      "990                     492546.0                  1.083644e+06  ZETAUSDT  \n",
      "\n",
      "[991 rows x 12 columns], 'INJUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00   1.924   1.950   1.921   1.941   892260.9   \n",
      "1    2023-01-23 08:00:00+08:00   1.941   1.948   1.905   1.938  1292421.9   \n",
      "2    2023-01-23 09:00:00+08:00   1.937   1.977   1.934   1.938  1025007.6   \n",
      "3    2023-01-23 10:00:00+08:00   1.938   1.964   1.935   1.953   666485.9   \n",
      "4    2023-01-23 11:00:00+08:00   1.953   1.995   1.950   1.952  1376479.3   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  50.158  50.460  49.173  50.429   523518.5   \n",
      "9996 2024-03-14 19:00:00+08:00  50.428  50.998  49.389  50.669   592604.1   \n",
      "9997 2024-03-14 20:00:00+08:00  50.669  51.074  49.673  50.916   618039.4   \n",
      "9998 2024-03-14 21:00:00+08:00  50.916  51.088  47.965  48.973  1125665.6   \n",
      "9999 2024-03-14 22:00:00+08:00  48.976  53.130  48.810  52.259  1598365.4   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.727747e+06     7140.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  2.494583e+06     8984.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  2.005947e+06     7978.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.302136e+06     5569.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  2.715826e+06     8393.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  2.603961e+07   100879.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  2.979121e+07   115905.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  3.119418e+07   125340.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  5.595189e+07   167060.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  8.243366e+07   260571.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                        520614.4                  1.008265e+06  INJUSDT  \n",
      "1                        599338.4                  1.157861e+06  INJUSDT  \n",
      "2                        516397.5                  1.011168e+06  INJUSDT  \n",
      "3                        336020.1                  6.564844e+05  INJUSDT  \n",
      "4                        717251.5                  1.415262e+06  INJUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                     230376.9                  1.146435e+07  INJUSDT  \n",
      "9996                     278230.9                  1.398576e+07  INJUSDT  \n",
      "9997                     274585.4                  1.386004e+07  INJUSDT  \n",
      "9998                     534712.1                  2.655110e+07  INJUSDT  \n",
      "9999                     811076.6                  4.184317e+07  INJUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'RIFUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-10-21 20:00:00+08:00  0.10898  0.12180  0.10281  0.12016   \n",
      "1    2023-10-21 21:00:00+08:00  0.12016  0.13131  0.11925  0.12524   \n",
      "2    2023-10-21 22:00:00+08:00  0.12524  0.12636  0.11469  0.12172   \n",
      "3    2023-10-21 23:00:00+08:00  0.12173  0.12450  0.11671  0.11902   \n",
      "4    2023-10-22 00:00:00+08:00  0.11883  0.12391  0.11721  0.12194   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "3478 2024-03-14 18:00:00+08:00  0.28716  0.28755  0.28128  0.28219   \n",
      "3479 2024-03-14 19:00:00+08:00  0.28212  0.28245  0.27802  0.28198   \n",
      "3480 2024-03-14 20:00:00+08:00  0.28190  0.28414  0.27935  0.28092   \n",
      "3481 2024-03-14 21:00:00+08:00  0.28088  0.28191  0.26700  0.27056   \n",
      "3482 2024-03-14 22:00:00+08:00  0.27051  0.27543  0.26740  0.26917   \n",
      "\n",
      "           volume                          close_time  quote_volume  \\\n",
      "0     111814308.0 2023-10-21 20:59:59.999000064+08:00  1.282527e+07   \n",
      "1     310182025.0 2023-10-21 21:59:59.999000064+08:00  3.917240e+07   \n",
      "2     173665040.0 2023-10-21 22:59:59.999000064+08:00  2.099032e+07   \n",
      "3     100404404.0 2023-10-21 23:59:59.999000064+08:00  1.217323e+07   \n",
      "4      67146690.0 2023-10-22 00:59:59.999000064+08:00  8.129819e+06   \n",
      "...           ...                                 ...           ...   \n",
      "3478    2201483.0 2024-03-14 18:59:59.999000064+08:00  6.258232e+05   \n",
      "3479    2715381.0 2024-03-14 19:59:59.999000064+08:00  7.617935e+05   \n",
      "3480    1668716.0 2024-03-14 20:59:59.999000064+08:00  4.702118e+05   \n",
      "3481    4118956.0 2024-03-14 21:59:59.999000064+08:00  1.123092e+06   \n",
      "3482    3511818.0 2024-03-14 22:59:59.999000064+08:00  9.538868e+05   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0       63052.0                   55778770.0                  6.408930e+06   \n",
      "1      167419.0                  152451380.0                  1.926570e+07   \n",
      "2      101808.0                   84613077.0                  1.023867e+07   \n",
      "3       79396.0                   48961047.0                  5.940330e+06   \n",
      "4       55823.0                   34023614.0                  4.119573e+06   \n",
      "...         ...                          ...                           ...   \n",
      "3478     7070.0                     737834.0                  2.097083e+05   \n",
      "3479     8927.0                    1330059.0                  3.732063e+05   \n",
      "3480     8082.0                     805779.0                  2.272365e+05   \n",
      "3481    14633.0                    1532781.0                  4.188881e+05   \n",
      "3482    13963.0                    1611351.0                  4.379081e+05   \n",
      "\n",
      "       symbol  \n",
      "0     RIFUSDT  \n",
      "1     RIFUSDT  \n",
      "2     RIFUSDT  \n",
      "3     RIFUSDT  \n",
      "4     RIFUSDT  \n",
      "...       ...  \n",
      "3478  RIFUSDT  \n",
      "3479  RIFUSDT  \n",
      "3480  RIFUSDT  \n",
      "3481  RIFUSDT  \n",
      "3482  RIFUSDT  \n",
      "\n",
      "[3483 rows x 12 columns], 'USTCUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-11-27 20:00:00+08:00  0.06611  0.06696  0.06160  0.06570   \n",
      "1    2023-11-27 21:00:00+08:00  0.06567  0.07600  0.06465  0.07394   \n",
      "2    2023-11-27 22:00:00+08:00  0.07395  0.07800  0.06825  0.07249   \n",
      "3    2023-11-27 23:00:00+08:00  0.07249  0.07549  0.05383  0.05602   \n",
      "4    2023-11-28 00:00:00+08:00  0.05600  0.05968  0.04434  0.05176   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "2590 2024-03-14 18:00:00+08:00  0.03548  0.03552  0.03480  0.03494   \n",
      "2591 2024-03-14 19:00:00+08:00  0.03493  0.03500  0.03432  0.03477   \n",
      "2592 2024-03-14 20:00:00+08:00  0.03476  0.03491  0.03445  0.03469   \n",
      "2593 2024-03-14 21:00:00+08:00  0.03470  0.03482  0.03330  0.03378   \n",
      "2594 2024-03-14 22:00:00+08:00  0.03379  0.03447  0.03376  0.03426   \n",
      "\n",
      "            volume                          close_time  quote_volume  \\\n",
      "0     3.945371e+08 2023-11-27 20:59:59.999000064+08:00  2.551126e+07   \n",
      "1     1.010410e+09 2023-11-27 21:59:59.999000064+08:00  7.092561e+07   \n",
      "2     1.422593e+09 2023-11-27 22:59:59.999000064+08:00  1.028903e+08   \n",
      "3     1.987324e+09 2023-11-27 23:59:59.999000064+08:00  1.304063e+08   \n",
      "4     4.281253e+09 2023-11-28 00:59:59.999000064+08:00  2.123122e+08   \n",
      "...            ...                                 ...           ...   \n",
      "2590  2.599539e+07 2024-03-14 18:59:59.999000064+08:00  9.142425e+05   \n",
      "2591  4.289724e+07 2024-03-14 19:59:59.999000064+08:00  1.484958e+06   \n",
      "2592  3.369866e+07 2024-03-14 20:59:59.999000064+08:00  1.167496e+06   \n",
      "2593  8.809569e+07 2024-03-14 21:59:59.999000064+08:00  2.988839e+06   \n",
      "2594  5.384071e+07 2024-03-14 22:59:59.999000064+08:00  1.837611e+06   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0       75920.0                 1.947372e+08                  1.259429e+07   \n",
      "1      237326.0                 5.223495e+08                  3.668965e+07   \n",
      "2      355307.0                 7.115119e+08                  5.150048e+07   \n",
      "3      430056.0                 9.486145e+08                  6.221950e+07   \n",
      "4      707990.0                 2.153863e+09                  1.069502e+08   \n",
      "...         ...                          ...                           ...   \n",
      "2590     6938.0                 1.061408e+07                  3.733844e+05   \n",
      "2591    10330.0                 2.010095e+07                  6.957594e+05   \n",
      "2592     9652.0                 1.684819e+07                  5.836433e+05   \n",
      "2593    20733.0                 4.239608e+07                  1.439334e+06   \n",
      "2594    13942.0                 2.502715e+07                  8.540381e+05   \n",
      "\n",
      "        symbol  \n",
      "0     USTCUSDT  \n",
      "1     USTCUSDT  \n",
      "2     USTCUSDT  \n",
      "3     USTCUSDT  \n",
      "4     USTCUSDT  \n",
      "...        ...  \n",
      "2590  USTCUSDT  \n",
      "2591  USTCUSDT  \n",
      "2592  USTCUSDT  \n",
      "2593  USTCUSDT  \n",
      "2594  USTCUSDT  \n",
      "\n",
      "[2595 rows x 12 columns], 'CRVUSDT':              candle_begin_time   open   high    low  close      volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  1.070  1.081  1.065  1.075   8369175.8   \n",
      "1    2023-01-23 08:00:00+08:00  1.074  1.093  1.070  1.084  14170721.5   \n",
      "2    2023-01-23 09:00:00+08:00  1.083  1.097  1.079  1.087  10365420.1   \n",
      "3    2023-01-23 10:00:00+08:00  1.086  1.100  1.084  1.095   6480194.7   \n",
      "4    2023-01-23 11:00:00+08:00  1.094  1.095  1.076  1.084   7375497.6   \n",
      "...                        ...    ...    ...    ...    ...         ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.868  0.875  0.863  0.866   5214887.6   \n",
      "9996 2024-03-14 19:00:00+08:00  0.866  0.867  0.847  0.861   9494686.4   \n",
      "9997 2024-03-14 20:00:00+08:00  0.860  0.866  0.849  0.856   7513707.0   \n",
      "9998 2024-03-14 21:00:00+08:00  0.856  0.856  0.811  0.822  20377395.4   \n",
      "9999 2024-03-14 22:00:00+08:00  0.821  0.837  0.820  0.830  14884708.8   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  8.979416e+06    10537.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.534045e+07    19454.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.129592e+07    13449.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  7.082736e+06     8385.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  8.009369e+06     8812.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  4.525203e+06    15450.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  8.144263e+06    26840.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  6.429530e+06    23180.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  1.689715e+07    46077.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  1.231772e+07    31937.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       4191027.7                  4.497090e+06  CRVUSDT  \n",
      "1                       7156720.3                  7.747205e+06  CRVUSDT  \n",
      "2                       5190636.0                  5.657966e+06  CRVUSDT  \n",
      "3                       3196945.3                  3.494284e+06  CRVUSDT  \n",
      "4                       3137742.8                  3.407045e+06  CRVUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                    2549374.9                  2.213135e+06  CRVUSDT  \n",
      "9996                    4569749.4                  3.919349e+06  CRVUSDT  \n",
      "9997                    3760451.6                  3.217130e+06  CRVUSDT  \n",
      "9998                    9917281.9                  8.222446e+06  CRVUSDT  \n",
      "9999                    7077192.3                  5.858596e+06  CRVUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'CKBUSDT':              candle_begin_time      open      high       low     close  \\\n",
      "0    2023-02-28 20:00:00+08:00  0.005127  0.005627  0.005120  0.005515   \n",
      "1    2023-02-28 21:00:00+08:00  0.005511  0.005598  0.005310  0.005468   \n",
      "2    2023-02-28 22:00:00+08:00  0.005469  0.005470  0.005257  0.005312   \n",
      "3    2023-02-28 23:00:00+08:00  0.005314  0.005433  0.005275  0.005417   \n",
      "4    2023-03-01 00:00:00+08:00  0.005416  0.005535  0.005330  0.005424   \n",
      "...                        ...       ...       ...       ...       ...   \n",
      "9118 2024-03-14 18:00:00+08:00  0.021075  0.021256  0.020953  0.021068   \n",
      "9119 2024-03-14 19:00:00+08:00  0.021067  0.021123  0.020632  0.020955   \n",
      "9120 2024-03-14 20:00:00+08:00  0.020956  0.020956  0.020471  0.020609   \n",
      "9121 2024-03-14 21:00:00+08:00  0.020607  0.020615  0.019665  0.020006   \n",
      "9122 2024-03-14 22:00:00+08:00  0.020005  0.020414  0.019755  0.020157   \n",
      "\n",
      "            volume                          close_time  quote_volume  \\\n",
      "0     1.190976e+09 2023-02-28 20:59:59.999000064+08:00  6.490744e+06   \n",
      "1     1.158396e+09 2023-02-28 21:59:59.999000064+08:00  6.319448e+06   \n",
      "2     6.611712e+08 2023-02-28 22:59:59.999000064+08:00  3.542151e+06   \n",
      "3     3.751432e+08 2023-02-28 23:59:59.999000064+08:00  2.015848e+06   \n",
      "4     5.262690e+08 2023-03-01 00:59:59.999000064+08:00  2.861960e+06   \n",
      "...            ...                                 ...           ...   \n",
      "9118  1.078519e+08 2024-03-14 18:59:59.999000064+08:00  2.275067e+06   \n",
      "9119  1.786208e+08 2024-03-14 19:59:59.999000064+08:00  3.725935e+06   \n",
      "9120  1.774544e+08 2024-03-14 20:59:59.999000064+08:00  3.669602e+06   \n",
      "9121  3.606482e+08 2024-03-14 21:59:59.999000064+08:00  7.268436e+06   \n",
      "9122  3.348473e+08 2024-03-14 22:59:59.999000064+08:00  6.723137e+06   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0       33921.0                  563373789.0                  3.073443e+06   \n",
      "1       33031.0                  540047476.0                  2.948912e+06   \n",
      "2       19341.0                  301872817.0                  1.617692e+06   \n",
      "3       11385.0                  177713148.0                  9.551344e+05   \n",
      "4       17752.0                  241888356.0                  1.316394e+06   \n",
      "...         ...                          ...                           ...   \n",
      "9118    21617.0                   55763474.0                  1.176535e+06   \n",
      "9119    35370.0                   71319988.0                  1.488866e+06   \n",
      "9120    35321.0                   70777467.0                  1.464004e+06   \n",
      "9121    65926.0                  147672413.0                  2.979677e+06   \n",
      "9122    70756.0                  164038023.0                  3.295729e+06   \n",
      "\n",
      "       symbol  \n",
      "0     CKBUSDT  \n",
      "1     CKBUSDT  \n",
      "2     CKBUSDT  \n",
      "3     CKBUSDT  \n",
      "4     CKBUSDT  \n",
      "...       ...  \n",
      "9118  CKBUSDT  \n",
      "9119  CKBUSDT  \n",
      "9120  CKBUSDT  \n",
      "9121  CKBUSDT  \n",
      "9122  CKBUSDT  \n",
      "\n",
      "[9123 rows x 12 columns], 'KNCUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.8131  0.8231  0.8102  0.8207  3821947.0   \n",
      "1    2023-01-23 08:00:00+08:00  0.8207  0.8320  0.8204  0.8216  5588400.0   \n",
      "2    2023-01-23 09:00:00+08:00  0.8215  0.8342  0.8214  0.8248  2352243.0   \n",
      "3    2023-01-23 10:00:00+08:00  0.8249  0.8341  0.8240  0.8335  1532434.0   \n",
      "4    2023-01-23 11:00:00+08:00  0.8337  0.8352  0.8217  0.8241  1449082.0   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  1.0405  1.0432  1.0249  1.0290  2471175.0   \n",
      "9996 2024-03-14 19:00:00+08:00  1.0291  1.0334  1.0124  1.0259  2551690.0   \n",
      "9997 2024-03-14 20:00:00+08:00  1.0257  1.0283  1.0117  1.0193  1773075.0   \n",
      "9998 2024-03-14 21:00:00+08:00  1.0194  1.0243  0.9730  0.9909  6006319.0   \n",
      "9999 2024-03-14 22:00:00+08:00  0.9905  1.0240  0.9897  1.0161  5326590.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  3.121016e+06    10476.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  4.619835e+06    15400.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.950158e+06     7735.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.270673e+06     5741.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.200346e+06     5298.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  2.555847e+06    18873.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  2.609437e+06    20002.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  1.807397e+06    15644.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  5.975711e+06    38973.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  5.370736e+06    41925.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       1927876.0                  1.574644e+06  KNCUSDT  \n",
      "1                       2710757.0                  2.241359e+06  KNCUSDT  \n",
      "2                       1255812.0                  1.041023e+06  KNCUSDT  \n",
      "3                        820284.0                  6.801795e+05  KNCUSDT  \n",
      "4                        664065.0                  5.501655e+05  KNCUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                    1041466.0                  1.077913e+06  KNCUSDT  \n",
      "9996                    1175282.0                  1.202502e+06  KNCUSDT  \n",
      "9997                     813725.0                  8.294938e+05  KNCUSDT  \n",
      "9998                    2282176.0                  2.271767e+06  KNCUSDT  \n",
      "9999                    2774053.0                  2.797723e+06  KNCUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'XVGUSDT':              candle_begin_time      open      high       low     close  \\\n",
      "0    2023-07-05 20:00:00+08:00  0.008430  0.008740  0.006886  0.007436   \n",
      "1    2023-07-05 21:00:00+08:00  0.007436  0.007690  0.006800  0.007450   \n",
      "2    2023-07-05 22:00:00+08:00  0.007450  0.007762  0.007254  0.007557   \n",
      "3    2023-07-05 23:00:00+08:00  0.007554  0.008182  0.007524  0.007837   \n",
      "4    2023-07-06 00:00:00+08:00  0.007829  0.008745  0.007663  0.008437   \n",
      "...                        ...       ...       ...       ...       ...   \n",
      "6070 2024-03-14 18:00:00+08:00  0.006965  0.006972  0.006835  0.006850   \n",
      "6071 2024-03-14 19:00:00+08:00  0.006850  0.006926  0.006774  0.006898   \n",
      "6072 2024-03-14 20:00:00+08:00  0.006898  0.006970  0.006830  0.006872   \n",
      "6073 2024-03-14 21:00:00+08:00  0.006872  0.006899  0.006612  0.006695   \n",
      "6074 2024-03-14 22:00:00+08:00  0.006694  0.006848  0.006692  0.006805   \n",
      "\n",
      "            volume                          close_time  quote_volume  \\\n",
      "0     3.739381e+09 2023-07-05 20:59:59.999000064+08:00  2.740503e+07   \n",
      "1     3.195721e+09 2023-07-05 21:59:59.999000064+08:00  2.306568e+07   \n",
      "2     2.238437e+09 2023-07-05 22:59:59.999000064+08:00  1.684626e+07   \n",
      "3     2.206173e+09 2023-07-05 23:59:59.999000064+08:00  1.726422e+07   \n",
      "4     4.384914e+09 2023-07-06 00:59:59.999000064+08:00  3.654152e+07   \n",
      "...            ...                                 ...           ...   \n",
      "6070  8.856176e+07 2024-03-14 18:59:59.999000064+08:00  6.136186e+05   \n",
      "6071  1.133462e+08 2024-03-14 19:59:59.999000064+08:00  7.760763e+05   \n",
      "6072  8.237726e+07 2024-03-14 20:59:59.999000064+08:00  5.678561e+05   \n",
      "6073  1.779237e+08 2024-03-14 21:59:59.999000064+08:00  1.197402e+06   \n",
      "6074  1.212433e+08 2024-03-14 22:59:59.999000064+08:00  8.221612e+05   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0      104741.0                 2.170464e+09                  1.591898e+07   \n",
      "1       90970.0                 1.594800e+09                  1.152277e+07   \n",
      "2       75343.0                 1.162035e+09                  8.749487e+06   \n",
      "3       80273.0                 1.090628e+09                  8.539859e+06   \n",
      "4      147353.0                 2.204618e+09                  1.839527e+07   \n",
      "...         ...                          ...                           ...   \n",
      "6070     7556.0                 2.643028e+07                  1.828265e+05   \n",
      "6071    12104.0                 5.852824e+07                  4.010400e+05   \n",
      "6072    11455.0                 3.597516e+07                  2.482368e+05   \n",
      "6073    18787.0                 7.283046e+07                  4.906296e+05   \n",
      "6074    16196.0                 6.496040e+07                  4.404132e+05   \n",
      "\n",
      "       symbol  \n",
      "0     XVGUSDT  \n",
      "1     XVGUSDT  \n",
      "2     XVGUSDT  \n",
      "3     XVGUSDT  \n",
      "4     XVGUSDT  \n",
      "...       ...  \n",
      "6070  XVGUSDT  \n",
      "6071  XVGUSDT  \n",
      "6072  XVGUSDT  \n",
      "6073  XVGUSDT  \n",
      "6074  XVGUSDT  \n",
      "\n",
      "[6075 rows x 12 columns], 'BEAMXUSDT':              candle_begin_time      open      high       low     close  \\\n",
      "0    2023-11-17 21:00:00+08:00  0.008282  0.008577  0.008017  0.008160   \n",
      "1    2023-11-17 22:00:00+08:00  0.008160  0.008429  0.008050  0.008164   \n",
      "2    2023-11-17 23:00:00+08:00  0.008164  0.008243  0.007531  0.007740   \n",
      "3    2023-11-18 00:00:00+08:00  0.007740  0.007971  0.007704  0.007929   \n",
      "4    2023-11-18 01:00:00+08:00  0.007922  0.008087  0.007914  0.008070   \n",
      "...                        ...       ...       ...       ...       ...   \n",
      "2829 2024-03-14 18:00:00+08:00  0.038902  0.038974  0.038416  0.038659   \n",
      "2830 2024-03-14 19:00:00+08:00  0.038662  0.038870  0.038034  0.038598   \n",
      "2831 2024-03-14 20:00:00+08:00  0.038594  0.038880  0.038211  0.038354   \n",
      "2832 2024-03-14 21:00:00+08:00  0.038353  0.038458  0.036789  0.037417   \n",
      "2833 2024-03-14 22:00:00+08:00  0.037410  0.038271  0.037377  0.037895   \n",
      "\n",
      "           volume                          close_time  quote_volume  \\\n",
      "0     319766334.0 2023-11-17 21:59:59.999000064+08:00  2.673564e+06   \n",
      "1     221863369.0 2023-11-17 22:59:59.999000064+08:00  1.828930e+06   \n",
      "2     248543553.0 2023-11-17 23:59:59.999000064+08:00  1.958162e+06   \n",
      "3      87264020.0 2023-11-18 00:59:59.999000064+08:00  6.855965e+05   \n",
      "4      69129888.0 2023-11-18 01:59:59.999000064+08:00  5.539115e+05   \n",
      "...           ...                                 ...           ...   \n",
      "2829   30102747.0 2024-03-14 18:59:59.999000064+08:00  1.164349e+06   \n",
      "2830   45460086.0 2024-03-14 19:59:59.999000064+08:00  1.746773e+06   \n",
      "2831   44181474.0 2024-03-14 20:59:59.999000064+08:00  1.700402e+06   \n",
      "2832  107797404.0 2024-03-14 21:59:59.999000064+08:00  4.055240e+06   \n",
      "2833   63458349.0 2024-03-14 22:59:59.999000064+08:00  2.400597e+06   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0       18145.0                  134869147.0                  1.127978e+06   \n",
      "1       13084.0                  105945141.0                  8.733166e+05   \n",
      "2       12463.0                  103253844.0                  8.137915e+05   \n",
      "3        4732.0                   44601758.0                  3.506891e+05   \n",
      "4        4046.0                   33517286.0                  2.687158e+05   \n",
      "...         ...                          ...                           ...   \n",
      "2829    12016.0                   14546890.0                  5.625809e+05   \n",
      "2830    19338.0                   19481825.0                  7.483019e+05   \n",
      "2831    18477.0                   21017883.0                  8.094952e+05   \n",
      "2832    30463.0                   48850475.0                  1.839735e+06   \n",
      "2833    26549.0                   32359736.0                  1.224313e+06   \n",
      "\n",
      "         symbol  \n",
      "0     BEAMXUSDT  \n",
      "1     BEAMXUSDT  \n",
      "2     BEAMXUSDT  \n",
      "3     BEAMXUSDT  \n",
      "4     BEAMXUSDT  \n",
      "...         ...  \n",
      "2829  BEAMXUSDT  \n",
      "2830  BEAMXUSDT  \n",
      "2831  BEAMXUSDT  \n",
      "2832  BEAMXUSDT  \n",
      "2833  BEAMXUSDT  \n",
      "\n",
      "[2834 rows x 12 columns], 'PYTHUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-11-22 22:00:00+08:00  0.4338  0.4338  0.3841  0.4085  18015301.0   \n",
      "1    2023-11-22 23:00:00+08:00  0.4085  0.4280  0.3903  0.4257  22990428.0   \n",
      "2    2023-11-23 00:00:00+08:00  0.4257  0.4695  0.4202  0.4392  44943753.0   \n",
      "3    2023-11-23 01:00:00+08:00  0.4397  0.4618  0.4300  0.4360  19546688.0   \n",
      "4    2023-11-23 02:00:00+08:00  0.4361  0.4636  0.4342  0.4528  10476498.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "2708 2024-03-14 18:00:00+08:00  0.8762  0.8774  0.8637  0.8656   2942754.0   \n",
      "2709 2024-03-14 19:00:00+08:00  0.8656  0.8687  0.8484  0.8667   7394395.0   \n",
      "2710 2024-03-14 20:00:00+08:00  0.8665  0.8704  0.8569  0.8628   4576988.0   \n",
      "2711 2024-03-14 21:00:00+08:00  0.8628  0.8653  0.8261  0.8397  13354409.0   \n",
      "2712 2024-03-14 22:00:00+08:00  0.8397  0.8610  0.8389  0.8524  10499763.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-11-22 22:59:59.999000064+08:00  7.252528e+06    24471.0   \n",
      "1    2023-11-22 23:59:59.999000064+08:00  9.404161e+06    39585.0   \n",
      "2    2023-11-23 00:59:59.999000064+08:00  2.024395e+07    83305.0   \n",
      "3    2023-11-23 01:59:59.999000064+08:00  8.661497e+06    45124.0   \n",
      "4    2023-11-23 02:59:59.999000064+08:00  4.733307e+06    31337.0   \n",
      "...                                  ...           ...        ...   \n",
      "2708 2024-03-14 18:59:59.999000064+08:00  2.564147e+06    10924.0   \n",
      "2709 2024-03-14 19:59:59.999000064+08:00  6.352921e+06    24419.0   \n",
      "2710 2024-03-14 20:59:59.999000064+08:00  3.948930e+06    18841.0   \n",
      "2711 2024-03-14 21:59:59.999000064+08:00  1.127119e+07    44912.0   \n",
      "2712 2024-03-14 22:59:59.999000064+08:00  8.929267e+06    38366.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                       8643484.0                  3.474591e+06  PYTHUSDT  \n",
      "1                      11190668.0                  4.586437e+06  PYTHUSDT  \n",
      "2                      22347505.0                  1.007746e+07  PYTHUSDT  \n",
      "3                       9389785.0                  4.168279e+06  PYTHUSDT  \n",
      "4                       5341633.0                  2.414396e+06  PYTHUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "2708                    1310467.0                  1.141975e+06  PYTHUSDT  \n",
      "2709                    3556910.0                  3.058121e+06  PYTHUSDT  \n",
      "2710                    2205150.0                  1.903047e+06  PYTHUSDT  \n",
      "2711                    5692821.0                  4.808137e+06  PYTHUSDT  \n",
      "2712                    5585897.0                  4.751162e+06  PYTHUSDT  \n",
      "\n",
      "[2713 rows x 12 columns], 'RONINUSDT':             candle_begin_time   open   high    low  close     volume  \\\n",
      "0   2024-02-06 12:00:00+08:00  2.556  2.620  2.531  2.578   262496.0   \n",
      "1   2024-02-06 13:00:00+08:00  2.579  2.584  2.512  2.526   436658.9   \n",
      "2   2024-02-06 14:00:00+08:00  2.526  2.582  2.526  2.571   444260.4   \n",
      "3   2024-02-06 15:00:00+08:00  2.572  2.575  2.521  2.548   413573.4   \n",
      "4   2024-02-06 16:00:00+08:00  2.547  2.690  2.530  2.650  1133157.2   \n",
      "..                        ...    ...    ...    ...    ...        ...   \n",
      "894 2024-03-14 18:00:00+08:00  4.287  4.325  4.285  4.314   403103.8   \n",
      "895 2024-03-14 19:00:00+08:00  4.314  4.329  4.263  4.317   408535.2   \n",
      "896 2024-03-14 20:00:00+08:00  4.317  4.333  4.228  4.246   326389.9   \n",
      "897 2024-03-14 21:00:00+08:00  4.247  4.261  4.045  4.108   657300.9   \n",
      "898 2024-03-14 22:00:00+08:00  4.107  4.219  4.101  4.143   574489.6   \n",
      "\n",
      "                             close_time  quote_volume  trade_num  \\\n",
      "0   2024-02-06 12:59:59.999000064+08:00  6.741966e+05     4773.0   \n",
      "1   2024-02-06 13:59:59.999000064+08:00  1.115887e+06     8205.0   \n",
      "2   2024-02-06 14:59:59.999000064+08:00  1.136323e+06     9227.0   \n",
      "3   2024-02-06 15:59:59.999000064+08:00  1.053408e+06     7847.0   \n",
      "4   2024-02-06 16:59:59.999000064+08:00  2.969008e+06    20873.0   \n",
      "..                                  ...           ...        ...   \n",
      "894 2024-03-14 18:59:59.999000064+08:00  1.735565e+06    11465.0   \n",
      "895 2024-03-14 19:59:59.999000064+08:00  1.757701e+06    14685.0   \n",
      "896 2024-03-14 20:59:59.999000064+08:00  1.397084e+06     9903.0   \n",
      "897 2024-03-14 21:59:59.999000064+08:00  2.718688e+06    16812.0   \n",
      "898 2024-03-14 22:59:59.999000064+08:00  2.389474e+06    16357.0   \n",
      "\n",
      "     taker_buy_base_asset_volume  taker_buy_quote_asset_volume     symbol  \n",
      "0                       107908.3                  2.773036e+05  RONINUSDT  \n",
      "1                       189515.3                  4.847206e+05  RONINUSDT  \n",
      "2                       230590.4                  5.897561e+05  RONINUSDT  \n",
      "3                       168123.3                  4.286763e+05  RONINUSDT  \n",
      "4                       569049.6                  1.491812e+06  RONINUSDT  \n",
      "..                           ...                           ...        ...  \n",
      "894                     209054.4                  9.002038e+05  RONINUSDT  \n",
      "895                     183464.0                  7.894600e+05  RONINUSDT  \n",
      "896                     157763.5                  6.754879e+05  RONINUSDT  \n",
      "897                     298928.3                  1.235772e+06  RONINUSDT  \n",
      "898                     307019.2                  1.277157e+06  RONINUSDT  \n",
      "\n",
      "[899 rows x 12 columns], 'XLMUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.09092  0.09124  0.09071  0.09096   \n",
      "1    2023-01-23 08:00:00+08:00  0.09094  0.09210  0.09082  0.09176   \n",
      "2    2023-01-23 09:00:00+08:00  0.09177  0.09306  0.09176  0.09227   \n",
      "3    2023-01-23 10:00:00+08:00  0.09228  0.09289  0.09222  0.09274   \n",
      "4    2023-01-23 11:00:00+08:00  0.09272  0.09294  0.09197  0.09205   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.15182  0.15188  0.14901  0.14948   \n",
      "9996 2024-03-14 19:00:00+08:00  0.14947  0.14967  0.14696  0.14879   \n",
      "9997 2024-03-14 20:00:00+08:00  0.14880  0.14928  0.14656  0.14788   \n",
      "9998 2024-03-14 21:00:00+08:00  0.14789  0.14830  0.14208  0.14409   \n",
      "9999 2024-03-14 22:00:00+08:00  0.14407  0.14580  0.14336  0.14509   \n",
      "\n",
      "          volume                          close_time  quote_volume  trade_num  \\\n",
      "0     13422184.0 2023-01-23 07:59:59.999000064+08:00  1.222032e+06     4923.0   \n",
      "1     19362400.0 2023-01-23 08:59:59.999000064+08:00  1.772861e+06     7340.0   \n",
      "2     18111596.0 2023-01-23 09:59:59.999000064+08:00  1.676952e+06     7517.0   \n",
      "3     10843992.0 2023-01-23 10:59:59.999000064+08:00  1.003651e+06     4643.0   \n",
      "4     12504860.0 2023-01-23 11:59:59.999000064+08:00  1.155710e+06     4591.0   \n",
      "...          ...                                 ...           ...        ...   \n",
      "9995  32054696.0 2024-03-14 18:59:59.999000064+08:00  4.828159e+06    19750.0   \n",
      "9996  46429766.0 2024-03-14 19:59:59.999000064+08:00  6.876188e+06    26990.0   \n",
      "9997  45017773.0 2024-03-14 20:59:59.999000064+08:00  6.653967e+06    26097.0   \n",
      "9998  88157111.0 2024-03-14 21:59:59.999000064+08:00  1.274616e+07    53136.0   \n",
      "9999  65505352.0 2024-03-14 22:59:59.999000064+08:00  9.466803e+06    40038.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       6531116.0                  5.946218e+05  XLMUSDT  \n",
      "1                       9008259.0                  8.248673e+05  XLMUSDT  \n",
      "2                      10011494.0                  9.269248e+05  XLMUSDT  \n",
      "3                       5494869.0                  5.085251e+05  XLMUSDT  \n",
      "4                       6979725.0                  6.452835e+05  XLMUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                   14336742.0                  2.159904e+06  XLMUSDT  \n",
      "9996                   24992883.0                  3.701701e+06  XLMUSDT  \n",
      "9997                   20913908.0                  3.091854e+06  XLMUSDT  \n",
      "9998                   40792763.0                  5.898001e+06  XLMUSDT  \n",
      "9999                   32711216.0                  4.728340e+06  XLMUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'HOOKUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 11:00:00+08:00  2.5900  2.5900  2.3610  2.4000  2508385.1   \n",
      "1    2023-01-23 12:00:00+08:00  2.4040  2.6220  2.3990  2.5840  2770262.9   \n",
      "2    2023-01-23 13:00:00+08:00  2.5840  2.8620  2.5830  2.8040  6667359.9   \n",
      "3    2023-01-23 14:00:00+08:00  2.8030  2.8380  2.6210  2.6850  3764421.0   \n",
      "4    2023-01-23 15:00:00+08:00  2.6830  2.7380  2.5950  2.6400  2193738.8   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9991 2024-03-14 18:00:00+08:00  1.5729  1.5748  1.5410  1.5445   467193.7   \n",
      "9992 2024-03-14 19:00:00+08:00  1.5442  1.5458  1.5177  1.5403  1127203.7   \n",
      "9993 2024-03-14 20:00:00+08:00  1.5404  1.5537  1.5240  1.5318   553875.9   \n",
      "9994 2024-03-14 21:00:00+08:00  1.5317  1.5390  1.4728  1.4969  1911386.7   \n",
      "9995 2024-03-14 22:00:00+08:00  1.4975  1.5263  1.4956  1.5109   820617.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 11:59:59.999000064+08:00  6.182841e+06    28364.0   \n",
      "1    2023-01-23 12:59:59.999000064+08:00  6.961029e+06    35290.0   \n",
      "2    2023-01-23 13:59:59.999000064+08:00  1.832319e+07    72244.0   \n",
      "3    2023-01-23 14:59:59.999000064+08:00  1.020868e+07    40813.0   \n",
      "4    2023-01-23 15:59:59.999000064+08:00  5.855439e+06    30173.0   \n",
      "...                                  ...           ...        ...   \n",
      "9991 2024-03-14 18:59:59.999000064+08:00  7.285452e+05     9455.0   \n",
      "9992 2024-03-14 19:59:59.999000064+08:00  1.726423e+06    16942.0   \n",
      "9993 2024-03-14 20:59:59.999000064+08:00  8.515538e+05    11236.0   \n",
      "9994 2024-03-14 21:59:59.999000064+08:00  2.870831e+06    30942.0   \n",
      "9995 2024-03-14 22:59:59.999000064+08:00  1.239622e+06    18692.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                       1122799.3                  2.765041e+06  HOOKUSDT  \n",
      "1                       1176907.3                  2.956471e+06  HOOKUSDT  \n",
      "2                       3100252.7                  8.521645e+06  HOOKUSDT  \n",
      "3                       1599142.8                  4.338611e+06  HOOKUSDT  \n",
      "4                        942649.3                  2.520923e+06  HOOKUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9991                     221849.3                  3.458729e+05  HOOKUSDT  \n",
      "9992                     537466.3                  8.235276e+05  HOOKUSDT  \n",
      "9993                     243936.2                  3.753247e+05  HOOKUSDT  \n",
      "9994                     887681.8                  1.334168e+06  HOOKUSDT  \n",
      "9995                     391222.0                  5.913314e+05  HOOKUSDT  \n",
      "\n",
      "[9996 rows x 12 columns], 'ORDIUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-11-07 20:00:00+08:00  10.516  10.594  10.185  10.556   1053064.9   \n",
      "1    2023-11-07 21:00:00+08:00  10.556  10.720   9.910  10.386   2633994.7   \n",
      "2    2023-11-07 22:00:00+08:00  10.388  10.429  10.016  10.372   1531741.9   \n",
      "3    2023-11-07 23:00:00+08:00  10.370  10.381  10.056  10.126   1253975.9   \n",
      "4    2023-11-08 00:00:00+08:00  10.126  13.200  10.096  12.708  13445927.5   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "3070 2024-03-14 18:00:00+08:00  80.832  81.226  78.953  79.221    292246.8   \n",
      "3071 2024-03-14 19:00:00+08:00  79.221  79.348  78.110  79.022    336135.4   \n",
      "3072 2024-03-14 20:00:00+08:00  79.033  79.472  78.245  78.788    256188.9   \n",
      "3073 2024-03-14 21:00:00+08:00  78.789  78.895  75.048  76.311    927055.0   \n",
      "3074 2024-03-14 22:00:00+08:00  76.307  78.249  76.185  77.122    566912.7   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-11-07 20:59:59.999000064+08:00  1.096099e+07    39006.0   \n",
      "1    2023-11-07 21:59:59.999000064+08:00  2.720461e+07   104528.0   \n",
      "2    2023-11-07 22:59:59.999000064+08:00  1.573037e+07    66635.0   \n",
      "3    2023-11-07 23:59:59.999000064+08:00  1.280534e+07    56123.0   \n",
      "4    2023-11-08 00:59:59.999000064+08:00  1.595729e+08   465034.0   \n",
      "...                                  ...           ...        ...   \n",
      "3070 2024-03-14 18:59:59.999000064+08:00  2.339401e+07    84385.0   \n",
      "3071 2024-03-14 19:59:59.999000064+08:00  2.648480e+07    95774.0   \n",
      "3072 2024-03-14 20:59:59.999000064+08:00  2.016886e+07    71128.0   \n",
      "3073 2024-03-14 21:59:59.999000064+08:00  7.114799e+07   184611.0   \n",
      "3074 2024-03-14 22:59:59.999000064+08:00  4.374691e+07   139803.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                        533857.7                  5.558016e+06  ORDIUSDT  \n",
      "1                       1277793.3                  1.320245e+07  ORDIUSDT  \n",
      "2                        771255.3                  7.922291e+06  ORDIUSDT  \n",
      "3                        632620.0                  6.461766e+06  ORDIUSDT  \n",
      "4                       7015178.1                  8.318893e+07  ORDIUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "3070                     118995.4                  9.540804e+06  ORDIUSDT  \n",
      "3071                     169475.2                  1.335740e+07  ORDIUSDT  \n",
      "3072                     134110.7                  1.056042e+07  ORDIUSDT  \n",
      "3073                     416313.1                  3.191069e+07  ORDIUSDT  \n",
      "3074                     292530.9                  2.259056e+07  ORDIUSDT  \n",
      "\n",
      "[3075 rows x 12 columns], '1000LUNCUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.17990  0.18190  0.17950  0.18150   \n",
      "1    2023-01-23 08:00:00+08:00  0.18160  0.18290  0.18090  0.18200   \n",
      "2    2023-01-23 09:00:00+08:00  0.18200  0.18240  0.18060  0.18080   \n",
      "3    2023-01-23 10:00:00+08:00  0.18080  0.18290  0.18080  0.18280   \n",
      "4    2023-01-23 11:00:00+08:00  0.18280  0.18370  0.18150  0.18160   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.18451  0.18497  0.18162  0.18248   \n",
      "9996 2024-03-14 19:00:00+08:00  0.18249  0.18271  0.17934  0.18186   \n",
      "9997 2024-03-14 20:00:00+08:00  0.18184  0.18245  0.17885  0.18000   \n",
      "9998 2024-03-14 21:00:00+08:00  0.18002  0.18066  0.17211  0.17539   \n",
      "9999 2024-03-14 22:00:00+08:00  0.17542  0.17916  0.17511  0.17684   \n",
      "\n",
      "          volume                          close_time  quote_volume  trade_num  \\\n",
      "0      8668185.0 2023-01-23 07:59:59.999000064+08:00  1.565392e+06     4957.0   \n",
      "1     13583216.0 2023-01-23 08:59:59.999000064+08:00  2.472609e+06     7472.0   \n",
      "2     18362155.0 2023-01-23 09:59:59.999000064+08:00  3.336018e+06     8146.0   \n",
      "3     10914902.0 2023-01-23 10:59:59.999000064+08:00  1.983527e+06     5931.0   \n",
      "4     13521480.0 2023-01-23 11:59:59.999000064+08:00  2.471505e+06     7380.0   \n",
      "...          ...                                 ...           ...        ...   \n",
      "9995  19794245.0 2024-03-14 18:59:59.999000064+08:00  3.629554e+06    19829.0   \n",
      "9996  27011691.0 2024-03-14 19:59:59.999000064+08:00  4.884109e+06    27708.0   \n",
      "9997  21335232.0 2024-03-14 20:59:59.999000064+08:00  3.846425e+06    24132.0   \n",
      "9998  67923357.0 2024-03-14 21:59:59.999000064+08:00  1.195697e+07    68591.0   \n",
      "9999  40638962.0 2024-03-14 22:59:59.999000064+08:00  7.188767e+06    49131.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume        symbol  \n",
      "0                       4240107.0                  7.656748e+05  1000LUNCUSDT  \n",
      "1                       6370955.0                  1.159691e+06  1000LUNCUSDT  \n",
      "2                       7844524.0                  1.425963e+06  1000LUNCUSDT  \n",
      "3                       6495707.0                  1.180690e+06  1000LUNCUSDT  \n",
      "4                       6040873.0                  1.105039e+06  1000LUNCUSDT  \n",
      "...                           ...                           ...           ...  \n",
      "9995                    8481813.0                  1.555987e+06  1000LUNCUSDT  \n",
      "9996                   12227969.0                  2.211212e+06  1000LUNCUSDT  \n",
      "9997                    9813883.0                  1.769644e+06  1000LUNCUSDT  \n",
      "9998                   32753753.0                  5.769929e+06  1000LUNCUSDT  \n",
      "9999                   19206491.0                  3.398670e+06  1000LUNCUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'GLMUSDT':             candle_begin_time    open    high     low   close     volume  \\\n",
      "0   2024-02-22 18:00:00+08:00  0.3750  0.3895  0.3629  0.3702  5492990.0   \n",
      "1   2024-02-22 19:00:00+08:00  0.3699  0.3854  0.3682  0.3752  5100871.0   \n",
      "2   2024-02-22 20:00:00+08:00  0.3752  0.3826  0.3688  0.3738  2469311.0   \n",
      "3   2024-02-22 21:00:00+08:00  0.3738  0.3741  0.3629  0.3685  1999939.0   \n",
      "4   2024-02-22 22:00:00+08:00  0.3683  0.3720  0.3670  0.3692  1633572.0   \n",
      "..                        ...     ...     ...     ...     ...        ...   \n",
      "504 2024-03-14 18:00:00+08:00  0.6362  0.6408  0.6323  0.6341  1307349.0   \n",
      "505 2024-03-14 19:00:00+08:00  0.6341  0.6386  0.6238  0.6278  2123109.0   \n",
      "506 2024-03-14 20:00:00+08:00  0.6276  0.6302  0.6212  0.6260  1055061.0   \n",
      "507 2024-03-14 21:00:00+08:00  0.6259  0.6276  0.5943  0.6017  4606508.0   \n",
      "508 2024-03-14 22:00:00+08:00  0.6016  0.6134  0.5983  0.6010  2920331.0   \n",
      "\n",
      "                             close_time  quote_volume  trade_num  \\\n",
      "0   2024-02-22 18:59:59.999000064+08:00  2.055584e+06     8188.0   \n",
      "1   2024-02-22 19:59:59.999000064+08:00  1.925682e+06     6363.0   \n",
      "2   2024-02-22 20:59:59.999000064+08:00  9.252021e+05     4450.0   \n",
      "3   2024-02-22 21:59:59.999000064+08:00  7.367782e+05     3556.0   \n",
      "4   2024-02-22 22:59:59.999000064+08:00  6.036947e+05     2694.0   \n",
      "..                                  ...           ...        ...   \n",
      "504 2024-03-14 18:59:59.999000064+08:00  8.318827e+05     8702.0   \n",
      "505 2024-03-14 19:59:59.999000064+08:00  1.334265e+06    11730.0   \n",
      "506 2024-03-14 20:59:59.999000064+08:00  6.601047e+05     7737.0   \n",
      "507 2024-03-14 21:59:59.999000064+08:00  2.790958e+06    20811.0   \n",
      "508 2024-03-14 22:59:59.999000064+08:00  1.764768e+06    15954.0   \n",
      "\n",
      "     taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                      2667923.0                  9.991216e+05  GLMUSDT  \n",
      "1                      2333982.0                  8.815733e+05  GLMUSDT  \n",
      "2                      1123526.0                  4.215075e+05  GLMUSDT  \n",
      "3                       994830.0                  3.671827e+05  GLMUSDT  \n",
      "4                       716423.0                  2.650077e+05  GLMUSDT  \n",
      "..                           ...                           ...      ...  \n",
      "504                     746691.0                  4.751321e+05  GLMUSDT  \n",
      "505                     961131.0                  6.042083e+05  GLMUSDT  \n",
      "506                     518076.0                  3.241035e+05  GLMUSDT  \n",
      "507                    1897312.0                  1.149558e+06  GLMUSDT  \n",
      "508                    1480664.0                  8.956209e+05  GLMUSDT  \n",
      "\n",
      "[509 rows x 12 columns], 'COMPUSDT':              candle_begin_time   open   high    low  close      volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  51.64  51.95  51.24  51.29   32626.661   \n",
      "1    2023-01-23 08:00:00+08:00  51.28  52.99  51.28  52.31   47664.406   \n",
      "2    2023-01-23 09:00:00+08:00  52.32  52.85  52.25  52.32   23726.195   \n",
      "3    2023-01-23 10:00:00+08:00  52.32  53.16  52.28  53.01   25098.349   \n",
      "4    2023-01-23 11:00:00+08:00  53.02  53.58  52.31  52.38   43568.505   \n",
      "...                        ...    ...    ...    ...    ...         ...   \n",
      "9995 2024-03-14 18:00:00+08:00  90.98  91.15  88.61  88.76   29997.086   \n",
      "9996 2024-03-14 19:00:00+08:00  88.77  89.34  87.78  88.76   42488.753   \n",
      "9997 2024-03-14 20:00:00+08:00  88.75  89.52  88.04  88.75   34784.877   \n",
      "9998 2024-03-14 21:00:00+08:00  88.74  89.12  84.99  86.51  109213.092   \n",
      "9999 2024-03-14 22:00:00+08:00  86.49  88.20  86.41  87.54   64889.388   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.681373e+06     6372.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  2.487126e+06     9710.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.246904e+06     5071.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.320229e+06     5138.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  2.308100e+06     7556.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  2.697994e+06    19774.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  3.759527e+06    24718.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  3.083075e+06    21020.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  9.477660e+06    50222.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  5.659955e+06    36755.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                       15009.850                  7.732014e+05  COMPUSDT  \n",
      "1                       27156.129                  1.416640e+06  COMPUSDT  \n",
      "2                       11890.292                  6.250247e+05  COMPUSDT  \n",
      "3                       13230.311                  6.964140e+05  COMPUSDT  \n",
      "4                       20899.787                  1.107922e+06  COMPUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9995                    12762.064                  1.149480e+06  COMPUSDT  \n",
      "9996                    21549.261                  1.907349e+06  COMPUSDT  \n",
      "9997                    19302.592                  1.711659e+06  COMPUSDT  \n",
      "9998                    45513.408                  3.954097e+06  COMPUSDT  \n",
      "9999                    31308.592                  2.731350e+06  COMPUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'ARPAUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.03476  0.03504  0.03467  0.03493   \n",
      "1    2023-01-23 08:00:00+08:00  0.03493  0.03537  0.03493  0.03511   \n",
      "2    2023-01-23 09:00:00+08:00  0.03512  0.03568  0.03512  0.03533   \n",
      "3    2023-01-23 10:00:00+08:00  0.03535  0.03589  0.03535  0.03584   \n",
      "4    2023-01-23 11:00:00+08:00  0.03585  0.03604  0.03554  0.03557   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.09255  0.09334  0.09205  0.09248   \n",
      "9996 2024-03-14 19:00:00+08:00  0.09248  0.09292  0.09124  0.09215   \n",
      "9997 2024-03-14 20:00:00+08:00  0.09214  0.09259  0.09051  0.09121   \n",
      "9998 2024-03-14 21:00:00+08:00  0.09122  0.09160  0.08776  0.08899   \n",
      "9999 2024-03-14 22:00:00+08:00  0.08896  0.09023  0.08876  0.08960   \n",
      "\n",
      "          volume                          close_time  quote_volume  trade_num  \\\n",
      "0      6078557.0 2023-01-23 07:59:59.999000064+08:00  2.118564e+05     1693.0   \n",
      "1     10200363.0 2023-01-23 08:59:59.999000064+08:00  3.586405e+05     2552.0   \n",
      "2      8410762.0 2023-01-23 09:59:59.999000064+08:00  2.980980e+05     1886.0   \n",
      "3      7151800.0 2023-01-23 10:59:59.999000064+08:00  2.550291e+05     1891.0   \n",
      "4      7740714.0 2023-01-23 11:59:59.999000064+08:00  2.769942e+05     2204.0   \n",
      "...          ...                                 ...           ...        ...   \n",
      "9995  16464618.0 2024-03-14 18:59:59.999000064+08:00  1.525719e+06    13586.0   \n",
      "9996  22932765.0 2024-03-14 19:59:59.999000064+08:00  2.111759e+06    19023.0   \n",
      "9997  21987626.0 2024-03-14 20:59:59.999000064+08:00  2.008719e+06    18342.0   \n",
      "9998  54441279.0 2024-03-14 21:59:59.999000064+08:00  4.861541e+06    38907.0   \n",
      "9999  32582146.0 2024-03-14 22:59:59.999000064+08:00  2.914713e+06    25342.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                       3187400.0                  1.110647e+05  ARPAUSDT  \n",
      "1                       4843743.0                  1.702654e+05  ARPAUSDT  \n",
      "2                       4127043.0                  1.463400e+05  ARPAUSDT  \n",
      "3                       3886216.0                  1.385786e+05  ARPAUSDT  \n",
      "4                       3850820.0                  1.378454e+05  ARPAUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9995                    8327224.0                  7.718027e+05  ARPAUSDT  \n",
      "9996                   10348671.0                  9.530690e+05  ARPAUSDT  \n",
      "9997                   10654324.0                  9.736891e+05  ARPAUSDT  \n",
      "9998                   23181523.0                  2.069953e+06  ARPAUSDT  \n",
      "9999                   16290963.0                  1.458012e+06  ARPAUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'NEARUSDT':              candle_begin_time   open   high    low  close      volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  2.380  2.408  2.372  2.399   3720057.0   \n",
      "1    2023-01-23 08:00:00+08:00  2.399  2.462  2.395  2.444   6373598.0   \n",
      "2    2023-01-23 09:00:00+08:00  2.445  2.557  2.439  2.508  11135225.0   \n",
      "3    2023-01-23 10:00:00+08:00  2.507  2.584  2.505  2.566   7079306.0   \n",
      "4    2023-01-23 11:00:00+08:00  2.565  2.710  2.546  2.672  21929162.0   \n",
      "...                        ...    ...    ...    ...    ...         ...   \n",
      "9995 2024-03-14 18:00:00+08:00  8.029  8.107  7.886  8.069   3348896.0   \n",
      "9996 2024-03-14 19:00:00+08:00  8.069  8.122  7.871  8.015   4064216.0   \n",
      "9997 2024-03-14 20:00:00+08:00  8.015  8.026  7.845  7.869   3013019.0   \n",
      "9998 2024-03-14 21:00:00+08:00  7.869  7.925  7.611  7.749   6868405.0   \n",
      "9999 2024-03-14 22:00:00+08:00  7.750  8.187  7.740  8.024   8964190.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  8.903594e+06    16771.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.550050e+07    26871.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  2.799204e+07    47762.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.803777e+07    31166.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  5.773918e+07    85215.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  2.676085e+07    72721.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  3.249134e+07    92412.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  2.391541e+07    68407.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  5.338317e+07   135624.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  7.165810e+07   172896.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                       1963623.0                  4.700321e+06  NEARUSDT  \n",
      "1                       3118079.0                  7.585043e+06  NEARUSDT  \n",
      "2                       5355037.0                  1.345909e+07  NEARUSDT  \n",
      "3                       3624816.0                  9.236262e+06  NEARUSDT  \n",
      "4                      11252637.0                  2.962156e+07  NEARUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9995                    1603894.0                  1.280731e+07  NEARUSDT  \n",
      "9996                    1995952.0                  1.595127e+07  NEARUSDT  \n",
      "9997                    1519318.0                  1.205575e+07  NEARUSDT  \n",
      "9998                    3102148.0                  2.412151e+07  NEARUSDT  \n",
      "9999                    4437724.0                  3.549334e+07  NEARUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'DARUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.1636  0.1647  0.1629  0.1642  1187104.1   \n",
      "1    2023-01-23 08:00:00+08:00  0.1642  0.1688  0.1641  0.1684  2795406.4   \n",
      "2    2023-01-23 09:00:00+08:00  0.1684  0.1750  0.1678  0.1708  6626503.7   \n",
      "3    2023-01-23 10:00:00+08:00  0.1708  0.1728  0.1695  0.1722  3182795.6   \n",
      "4    2023-01-23 11:00:00+08:00  0.1723  0.1727  0.1692  0.1694  1656301.5   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.2849  0.2853  0.2778  0.2790  2254094.1   \n",
      "9996 2024-03-14 19:00:00+08:00  0.2789  0.2797  0.2737  0.2772  2950373.8   \n",
      "9997 2024-03-14 20:00:00+08:00  0.2772  0.2843  0.2736  0.2752  4479354.1   \n",
      "9998 2024-03-14 21:00:00+08:00  0.2752  0.2761  0.2620  0.2658  6004054.5   \n",
      "9999 2024-03-14 22:00:00+08:00  0.2658  0.2716  0.2657  0.2693  4230302.4   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.943940e+05     1632.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  4.660521e+05     3047.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.139226e+06     5715.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  5.435981e+05     2468.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  2.833722e+05     1830.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  6.359804e+05     6208.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  8.145095e+05     7250.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  1.249252e+06    10536.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  1.613904e+06    14392.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  1.137278e+06    11281.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                        644064.8                  105509.99608  DARUSDT  \n",
      "1                       1645246.4                  274403.75573  DARUSDT  \n",
      "2                       3833536.9                  658569.74117  DARUSDT  \n",
      "3                       1620037.4                  276930.79507  DARUSDT  \n",
      "4                        648214.6                  111034.18034  DARUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                     917793.9                  259389.73500  DARUSDT  \n",
      "9996                    1401741.7                  387006.81001  DARUSDT  \n",
      "9997                    2085358.4                  581871.98116  DARUSDT  \n",
      "9998                    2491770.3                  669173.68427  DARUSDT  \n",
      "9999                    2288298.0                  615475.55418  DARUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'ARBUSDT':              candle_begin_time    open    high     low   close       volume  \\\n",
      "0    2023-03-23 23:00:00+08:00  1.3525  1.4479  1.2361  1.3255  191274266.7   \n",
      "1    2023-03-24 00:00:00+08:00  1.3256  1.3585  1.2131  1.3043  220164583.6   \n",
      "2    2023-03-24 01:00:00+08:00  1.3040  1.3315  1.2700  1.2882  113246946.8   \n",
      "3    2023-03-24 02:00:00+08:00  1.2883  1.3453  1.2761  1.3274   65796846.5   \n",
      "4    2023-03-24 03:00:00+08:00  1.3274  1.4300  1.3221  1.4297  101631663.3   \n",
      "...                        ...     ...     ...     ...     ...          ...   \n",
      "8563 2024-03-14 18:00:00+08:00  2.0665  2.0675  2.0380  2.0453   13122045.4   \n",
      "8564 2024-03-14 19:00:00+08:00  2.0452  2.0487  2.0216  2.0357   15973010.0   \n",
      "8565 2024-03-14 20:00:00+08:00  2.0358  2.0420  2.0114  2.0270   12919931.7   \n",
      "8566 2024-03-14 21:00:00+08:00  2.0271  2.0299  1.9664  1.9907   36731072.8   \n",
      "8567 2024-03-14 22:00:00+08:00  1.9905  2.0363  1.9894  2.0117   27261415.5   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-03-23 23:59:59.999000064+08:00  2.595860e+08   493373.0   \n",
      "1    2023-03-24 00:59:59.999000064+08:00  2.806806e+08   493911.0   \n",
      "2    2023-03-24 01:59:59.999000064+08:00  1.475200e+08   305731.0   \n",
      "3    2023-03-24 02:59:59.999000064+08:00  8.630411e+07   227472.0   \n",
      "4    2023-03-24 03:59:59.999000064+08:00  1.406134e+08   326417.0   \n",
      "...                                  ...           ...        ...   \n",
      "8563 2024-03-14 18:59:59.999000064+08:00  2.695532e+07    58529.0   \n",
      "8564 2024-03-14 19:59:59.999000064+08:00  3.248752e+07    68492.0   \n",
      "8565 2024-03-14 20:59:59.999000064+08:00  2.617309e+07    69988.0   \n",
      "8566 2024-03-14 21:59:59.999000064+08:00  7.319638e+07   216030.0   \n",
      "8567 2024-03-14 22:59:59.999000064+08:00  5.478152e+07   131214.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                      91812901.9                  1.246481e+08  ARBUSDT  \n",
      "1                     105022615.6                  1.339756e+08  ARBUSDT  \n",
      "2                      56130381.4                  7.315537e+07  ARBUSDT  \n",
      "3                      32937929.8                  4.321642e+07  ARBUSDT  \n",
      "4                      53500188.5                  7.404474e+07  ARBUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "8563                    6601789.1                  1.356466e+07  ARBUSDT  \n",
      "8564                    7981169.6                  1.623636e+07  ARBUSDT  \n",
      "8565                    6396480.0                  1.296120e+07  ARBUSDT  \n",
      "8566                   16833702.1                  3.352115e+07  ARBUSDT  \n",
      "8567                   14197567.2                  2.853305e+07  ARBUSDT  \n",
      "\n",
      "[8568 rows x 12 columns], 'METISUSDT':            candle_begin_time    open    high     low   close    volume  \\\n",
      "0  2024-03-12 16:00:00+08:00  128.31  128.94  123.13  128.16   5985.46   \n",
      "1  2024-03-12 17:00:00+08:00  128.16  133.14  127.65  130.99  35297.59   \n",
      "2  2024-03-12 18:00:00+08:00  131.00  135.69  130.91  132.17  39761.91   \n",
      "3  2024-03-12 19:00:00+08:00  132.18  132.34  129.75  130.90  17335.93   \n",
      "4  2024-03-12 20:00:00+08:00  130.96  131.75  127.42  131.01  22299.73   \n",
      "5  2024-03-12 21:00:00+08:00  131.01  133.30  130.22  132.19  15607.30   \n",
      "6  2024-03-12 22:00:00+08:00  132.22  133.21  129.20  129.30  11952.97   \n",
      "7  2024-03-12 23:00:00+08:00  129.29  131.88  128.51  130.20  11126.79   \n",
      "8  2024-03-13 00:00:00+08:00  130.25  131.17  127.02  128.56  15205.18   \n",
      "9  2024-03-13 01:00:00+08:00  128.60  128.92  121.26  128.32  26661.88   \n",
      "10 2024-03-13 02:00:00+08:00  128.32  129.69  127.25  128.16   9027.06   \n",
      "11 2024-03-13 03:00:00+08:00  128.16  129.70  127.63  129.28   4974.07   \n",
      "12 2024-03-13 04:00:00+08:00  129.28  132.50  126.70  128.65  14184.08   \n",
      "13 2024-03-13 05:00:00+08:00  128.65  130.31  128.33  129.46   5004.93   \n",
      "14 2024-03-13 06:00:00+08:00  129.48  131.15  129.32  130.16   3616.83   \n",
      "15 2024-03-13 07:00:00+08:00  130.16  131.93  129.43  131.58   5139.90   \n",
      "16 2024-03-13 08:00:00+08:00  131.65  133.98  130.22  131.00  11506.82   \n",
      "17 2024-03-13 09:00:00+08:00  131.00  131.01  129.14  130.57   6794.62   \n",
      "18 2024-03-13 10:00:00+08:00  130.57  130.57  129.31  130.15   3856.59   \n",
      "19 2024-03-13 11:00:00+08:00  130.13  132.17  129.98  130.79   5835.99   \n",
      "20 2024-03-13 12:00:00+08:00  130.75  131.04  129.45  129.95   2777.70   \n",
      "21 2024-03-13 13:00:00+08:00  130.00  132.50  129.15  132.33   6178.18   \n",
      "22 2024-03-13 14:00:00+08:00  132.33  140.42  131.33  137.61  46475.78   \n",
      "23 2024-03-13 15:00:00+08:00  137.69  137.90  132.88  134.04  20451.46   \n",
      "24 2024-03-13 16:00:00+08:00  134.04  136.47  133.07  134.58  10210.35   \n",
      "25 2024-03-13 17:00:00+08:00  134.53  136.25  132.71  133.08  10970.68   \n",
      "26 2024-03-13 18:00:00+08:00  133.12  133.26  130.55  132.08  14413.25   \n",
      "27 2024-03-13 19:00:00+08:00  132.08  133.26  131.47  132.89   5514.50   \n",
      "28 2024-03-13 20:00:00+08:00  132.89  133.77  130.60  131.10  12452.00   \n",
      "29 2024-03-13 21:00:00+08:00  131.14  132.05  128.00  129.12  17388.53   \n",
      "30 2024-03-13 22:00:00+08:00  129.09  140.00  129.09  136.66  39597.72   \n",
      "31 2024-03-13 23:00:00+08:00  136.75  137.62  132.24  132.35  19745.58   \n",
      "32 2024-03-14 00:00:00+08:00  132.38  135.20  132.09  133.65  10801.67   \n",
      "33 2024-03-14 01:00:00+08:00  133.67  133.88  131.40  132.57   7847.13   \n",
      "34 2024-03-14 02:00:00+08:00  132.58  132.88  130.52  132.07   7224.47   \n",
      "35 2024-03-14 03:00:00+08:00  132.10  132.28  130.08  130.19   6646.51   \n",
      "36 2024-03-14 04:00:00+08:00  130.20  131.70  130.20  130.79   5211.10   \n",
      "37 2024-03-14 05:00:00+08:00  130.78  132.12  130.50  131.77   4106.51   \n",
      "38 2024-03-14 06:00:00+08:00  131.80  132.19  131.15  132.19   3743.42   \n",
      "39 2024-03-14 07:00:00+08:00  132.19  133.81  131.91  133.67   5469.02   \n",
      "40 2024-03-14 08:00:00+08:00  133.68  135.56  132.77  135.51   8983.31   \n",
      "41 2024-03-14 09:00:00+08:00  135.50  135.89  133.16  135.20  10734.24   \n",
      "42 2024-03-14 10:00:00+08:00  135.20  136.10  133.40  133.61   6925.05   \n",
      "43 2024-03-14 11:00:00+08:00  133.56  133.95  131.58  132.43   6079.11   \n",
      "44 2024-03-14 12:00:00+08:00  132.43  132.64  131.01  131.17   7639.99   \n",
      "45 2024-03-14 13:00:00+08:00  131.17  132.68  130.06  132.22  12263.68   \n",
      "46 2024-03-14 14:00:00+08:00  132.20  132.84  130.56  130.82   6983.08   \n",
      "47 2024-03-14 15:00:00+08:00  130.82  130.82  128.26  128.86  11996.96   \n",
      "48 2024-03-14 16:00:00+08:00  128.90  130.16  128.58  129.70   4528.94   \n",
      "49 2024-03-14 17:00:00+08:00  129.71  130.90  129.65  130.38   4323.54   \n",
      "50 2024-03-14 18:00:00+08:00  130.40  130.53  128.00  128.43   5589.54   \n",
      "51 2024-03-14 19:00:00+08:00  128.45  128.66  126.40  127.53   9896.42   \n",
      "52 2024-03-14 20:00:00+08:00  127.53  127.77  125.22  127.07  10590.74   \n",
      "53 2024-03-14 21:00:00+08:00  127.08  127.29  121.80  123.48  18789.36   \n",
      "54 2024-03-14 22:00:00+08:00  123.48  126.39  123.06  124.82  16370.67   \n",
      "\n",
      "                            close_time  quote_volume  trade_num  \\\n",
      "0  2024-03-12 16:59:59.999000064+08:00  7.650639e+05     3555.0   \n",
      "1  2024-03-12 17:59:59.999000064+08:00  4.634328e+06    16694.0   \n",
      "2  2024-03-12 18:59:59.999000064+08:00  5.290944e+06    20725.0   \n",
      "3  2024-03-12 19:59:59.999000064+08:00  2.266837e+06    10091.0   \n",
      "4  2024-03-12 20:59:59.999000064+08:00  2.902021e+06    12348.0   \n",
      "5  2024-03-12 21:59:59.999000064+08:00  2.056878e+06     9574.0   \n",
      "6  2024-03-12 22:59:59.999000064+08:00  1.562409e+06     7413.0   \n",
      "7  2024-03-12 23:59:59.999000064+08:00  1.452576e+06     7873.0   \n",
      "8  2024-03-13 00:59:59.999000064+08:00  1.966834e+06    10605.0   \n",
      "9  2024-03-13 01:59:59.999000064+08:00  3.363225e+06    18664.0   \n",
      "10 2024-03-13 02:59:59.999000064+08:00  1.160893e+06     6156.0   \n",
      "11 2024-03-13 03:59:59.999000064+08:00  6.419957e+05     2815.0   \n",
      "12 2024-03-13 04:59:59.999000064+08:00  1.833801e+06     6946.0   \n",
      "13 2024-03-13 05:59:59.999000064+08:00  6.473705e+05     3661.0   \n",
      "14 2024-03-13 06:59:59.999000064+08:00  4.712392e+05     2312.0   \n",
      "15 2024-03-13 07:59:59.999000064+08:00  6.730783e+05     3718.0   \n",
      "16 2024-03-13 08:59:59.999000064+08:00  1.520219e+06     6353.0   \n",
      "17 2024-03-13 09:59:59.999000064+08:00  8.841411e+05     4585.0   \n",
      "18 2024-03-13 10:59:59.999000064+08:00  5.008156e+05     2906.0   \n",
      "19 2024-03-13 11:59:59.999000064+08:00  7.647704e+05     4028.0   \n",
      "20 2024-03-13 12:59:59.999000064+08:00  3.615177e+05     2981.0   \n",
      "21 2024-03-13 13:59:59.999000064+08:00  8.077419e+05     4641.0   \n",
      "22 2024-03-13 14:59:59.999000064+08:00  6.359328e+06    26825.0   \n",
      "23 2024-03-13 15:59:59.999000064+08:00  2.773692e+06    16144.0   \n",
      "24 2024-03-13 16:59:59.999000064+08:00  1.376390e+06     9477.0   \n",
      "25 2024-03-13 17:59:59.999000064+08:00  1.476135e+06     8882.0   \n",
      "26 2024-03-13 18:59:59.999000064+08:00  1.901997e+06     9479.0   \n",
      "27 2024-03-13 19:59:59.999000064+08:00  7.304226e+05     5855.0   \n",
      "28 2024-03-13 20:59:59.999000064+08:00  1.644939e+06    10230.0   \n",
      "29 2024-03-13 21:59:59.999000064+08:00  2.258781e+06    12720.0   \n",
      "30 2024-03-13 22:59:59.999000064+08:00  5.364986e+06    27498.0   \n",
      "31 2024-03-13 23:59:59.999000064+08:00  2.661356e+06    15930.0   \n",
      "32 2024-03-14 00:59:59.999000064+08:00  1.443039e+06    10556.0   \n",
      "33 2024-03-14 01:59:59.999000064+08:00  1.039855e+06     7913.0   \n",
      "34 2024-03-14 02:59:59.999000064+08:00  9.526624e+05     7144.0   \n",
      "35 2024-03-14 03:59:59.999000064+08:00  8.697636e+05     6547.0   \n",
      "36 2024-03-14 04:59:59.999000064+08:00  6.820269e+05     5278.0   \n",
      "37 2024-03-14 05:59:59.999000064+08:00  5.399091e+05     4115.0   \n",
      "38 2024-03-14 06:59:59.999000064+08:00  4.929943e+05     4023.0   \n",
      "39 2024-03-14 07:59:59.999000064+08:00  7.277464e+05     5964.0   \n",
      "40 2024-03-14 08:59:59.999000064+08:00  1.207124e+06     9904.0   \n",
      "41 2024-03-14 09:59:59.999000064+08:00  1.446880e+06    10756.0   \n",
      "42 2024-03-14 10:59:59.999000064+08:00  9.339517e+05     6874.0   \n",
      "43 2024-03-14 11:59:59.999000064+08:00  8.048046e+05     6527.0   \n",
      "44 2024-03-14 12:59:59.999000064+08:00  1.007663e+06     9485.0   \n",
      "45 2024-03-14 13:59:59.999000064+08:00  1.609106e+06    11989.0   \n",
      "46 2024-03-14 14:59:59.999000064+08:00  9.198348e+05     5740.0   \n",
      "47 2024-03-14 15:59:59.999000064+08:00  1.551921e+06    10020.0   \n",
      "48 2024-03-14 16:59:59.999000064+08:00  5.863662e+05     4820.0   \n",
      "49 2024-03-14 17:59:59.999000064+08:00  5.632403e+05     5125.0   \n",
      "50 2024-03-14 18:59:59.999000064+08:00  7.227881e+05     4869.0   \n",
      "51 2024-03-14 19:59:59.999000064+08:00  1.259357e+06     8047.0   \n",
      "52 2024-03-14 20:59:59.999000064+08:00  1.338831e+06     8601.0   \n",
      "53 2024-03-14 21:59:59.999000064+08:00  2.332850e+06    14201.0   \n",
      "54 2024-03-14 22:59:59.999000064+08:00  2.038999e+06    13813.0   \n",
      "\n",
      "    taker_buy_base_asset_volume  taker_buy_quote_asset_volume     symbol  \n",
      "0                       3109.54                  3.977321e+05  METISUSDT  \n",
      "1                      18757.63                  2.463474e+06  METISUSDT  \n",
      "2                      21317.81                  2.837346e+06  METISUSDT  \n",
      "3                       6846.04                  8.956724e+05  METISUSDT  \n",
      "4                      10274.01                  1.338380e+06  METISUSDT  \n",
      "5                       8144.03                  1.073519e+06  METISUSDT  \n",
      "6                       5697.96                  7.451325e+05  METISUSDT  \n",
      "7                       5708.43                  7.455184e+05  METISUSDT  \n",
      "8                       7202.48                  9.325157e+05  METISUSDT  \n",
      "9                      11731.35                  1.481009e+06  METISUSDT  \n",
      "10                      3771.53                  4.854651e+05  METISUSDT  \n",
      "11                      2542.75                  3.282858e+05  METISUSDT  \n",
      "12                      7706.39                  9.990726e+05  METISUSDT  \n",
      "13                      2477.48                  3.205576e+05  METISUSDT  \n",
      "14                      1872.48                  2.441364e+05  METISUSDT  \n",
      "15                      2228.34                  2.919736e+05  METISUSDT  \n",
      "16                      5499.44                  7.274770e+05  METISUSDT  \n",
      "17                      2892.97                  3.766508e+05  METISUSDT  \n",
      "18                      1937.40                  2.516288e+05  METISUSDT  \n",
      "19                      3158.77                  4.143547e+05  METISUSDT  \n",
      "20                       990.72                  1.290239e+05  METISUSDT  \n",
      "21                      3932.81                  5.147402e+05  METISUSDT  \n",
      "22                     23317.48                  3.190352e+06  METISUSDT  \n",
      "23                      8482.43                  1.151386e+06  METISUSDT  \n",
      "24                      5051.13                  6.815504e+05  METISUSDT  \n",
      "25                      4777.64                  6.441255e+05  METISUSDT  \n",
      "26                      5503.59                  7.269848e+05  METISUSDT  \n",
      "27                      3040.49                  4.029037e+05  METISUSDT  \n",
      "28                      5381.25                  7.116191e+05  METISUSDT  \n",
      "29                      7421.17                  9.645276e+05  METISUSDT  \n",
      "30                     20010.29                  2.708025e+06  METISUSDT  \n",
      "31                      8333.76                  1.123831e+06  METISUSDT  \n",
      "32                      5963.93                  7.968624e+05  METISUSDT  \n",
      "33                      3941.85                  5.227035e+05  METISUSDT  \n",
      "34                      3267.64                  4.312227e+05  METISUSDT  \n",
      "35                      2382.87                  3.118964e+05  METISUSDT  \n",
      "36                      2657.27                  3.478288e+05  METISUSDT  \n",
      "37                      2237.56                  2.943879e+05  METISUSDT  \n",
      "38                      1776.36                  2.340442e+05  METISUSDT  \n",
      "39                      3140.48                  4.181664e+05  METISUSDT  \n",
      "40                      4396.30                  5.910137e+05  METISUSDT  \n",
      "41                      5431.97                  7.324148e+05  METISUSDT  \n",
      "42                      3197.23                  4.315305e+05  METISUSDT  \n",
      "43                      2444.22                  3.235329e+05  METISUSDT  \n",
      "44                      3751.21                  4.948586e+05  METISUSDT  \n",
      "45                      6445.72                  8.467586e+05  METISUSDT  \n",
      "46                      3060.28                  4.036642e+05  METISUSDT  \n",
      "47                      5071.99                  6.559610e+05  METISUSDT  \n",
      "48                      2219.58                  2.874927e+05  METISUSDT  \n",
      "49                      2520.18                  3.282373e+05  METISUSDT  \n",
      "50                      2389.27                  3.091960e+05  METISUSDT  \n",
      "51                      4182.48                  5.320608e+05  METISUSDT  \n",
      "52                      5114.09                  6.472455e+05  METISUSDT  \n",
      "53                      7385.24                  9.168274e+05  METISUSDT  \n",
      "54                      9176.82                  1.143185e+06  METISUSDT  , 'OCEANUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.31229  0.31369  0.31075  0.31183   \n",
      "1    2023-01-23 08:00:00+08:00  0.31180  0.32296  0.31159  0.32130   \n",
      "2    2023-01-23 09:00:00+08:00  0.32131  0.33022  0.32040  0.32375   \n",
      "3    2023-01-23 10:00:00+08:00  0.32378  0.32604  0.32232  0.32392   \n",
      "4    2023-01-23 11:00:00+08:00  0.32391  0.32515  0.32043  0.32220   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  1.19730  1.20520  1.18580  1.19440   \n",
      "9996 2024-03-14 19:00:00+08:00  1.19470  1.19570  1.16250  1.17590   \n",
      "9997 2024-03-14 20:00:00+08:00  1.17580  1.18890  1.15740  1.16510   \n",
      "9998 2024-03-14 21:00:00+08:00  1.16530  1.16980  1.09910  1.11860   \n",
      "9999 2024-03-14 22:00:00+08:00  1.11780  1.14110  1.10960  1.13130   \n",
      "\n",
      "          volume                          close_time  quote_volume  trade_num  \\\n",
      "0     10336174.0 2023-01-23 07:59:59.999000064+08:00  3.224537e+06    15203.0   \n",
      "1     26104006.0 2023-01-23 08:59:59.999000064+08:00  8.328829e+06    33237.0   \n",
      "2     20168977.0 2023-01-23 09:59:59.999000064+08:00  6.563869e+06    26769.0   \n",
      "3     11915473.0 2023-01-23 10:59:59.999000064+08:00  3.859215e+06    17262.0   \n",
      "4      8325091.0 2023-01-23 11:59:59.999000064+08:00  2.688402e+06    14237.0   \n",
      "...          ...                                 ...           ...        ...   \n",
      "9995   2333688.0 2024-03-14 18:59:59.999000064+08:00  2.794434e+06    22296.0   \n",
      "9996   2472021.0 2024-03-14 19:59:59.999000064+08:00  2.902201e+06    22607.0   \n",
      "9997   2305866.0 2024-03-14 20:59:59.999000064+08:00  2.700515e+06    22710.0   \n",
      "9998   8552409.0 2024-03-14 21:59:59.999000064+08:00  9.652162e+06    64895.0   \n",
      "9999   6739575.0 2024-03-14 22:59:59.999000064+08:00  7.574044e+06    58149.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume     symbol  \n",
      "0                       5215933.0                  1.627306e+06  OCEANUSDT  \n",
      "1                      13035886.0                  4.158677e+06  OCEANUSDT  \n",
      "2                       9403720.0                  3.059868e+06  OCEANUSDT  \n",
      "3                       6116107.0                  1.981320e+06  OCEANUSDT  \n",
      "4                       4003586.0                  1.293280e+06  OCEANUSDT  \n",
      "...                           ...                           ...        ...  \n",
      "9995                    1173755.0                  1.405886e+06  OCEANUSDT  \n",
      "9996                    1001153.0                  1.177010e+06  OCEANUSDT  \n",
      "9997                    1374000.0                  1.610247e+06  OCEANUSDT  \n",
      "9998                    3700777.0                  4.176639e+06  OCEANUSDT  \n",
      "9999                    3300808.0                  3.710777e+06  OCEANUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'AGLDUSDT':              candle_begin_time    open    high     low   close    volume  \\\n",
      "0    2023-07-29 10:00:00+08:00  0.7000  0.7000  0.6292  0.6711  878707.0   \n",
      "1    2023-07-29 11:00:00+08:00  0.6710  0.6764  0.6647  0.6741  872548.0   \n",
      "2    2023-07-29 12:00:00+08:00  0.6735  0.6751  0.6626  0.6681  616806.0   \n",
      "3    2023-07-29 13:00:00+08:00  0.6678  0.6747  0.6667  0.6689  400152.0   \n",
      "4    2023-07-29 14:00:00+08:00  0.6689  0.6789  0.6686  0.6729  467475.0   \n",
      "...                        ...     ...     ...     ...     ...       ...   \n",
      "5504 2024-03-14 18:00:00+08:00  1.8351  1.8417  1.8033  1.8064  244702.0   \n",
      "5505 2024-03-14 19:00:00+08:00  1.8064  1.8087  1.7768  1.7981  370182.0   \n",
      "5506 2024-03-14 20:00:00+08:00  1.7980  1.8167  1.7826  1.7972  324462.0   \n",
      "5507 2024-03-14 21:00:00+08:00  1.7972  1.8032  1.7126  1.7395  736698.0   \n",
      "5508 2024-03-14 22:00:00+08:00  1.7391  1.7762  1.7369  1.7663  400295.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-07-29 10:59:59.999000064+08:00  5.885158e+05     5520.0   \n",
      "1    2023-07-29 11:59:59.999000064+08:00  5.861680e+05     3763.0   \n",
      "2    2023-07-29 12:59:59.999000064+08:00  4.133899e+05     4438.0   \n",
      "3    2023-07-29 13:59:59.999000064+08:00  2.679374e+05     2216.0   \n",
      "4    2023-07-29 14:59:59.999000064+08:00  3.153115e+05     3494.0   \n",
      "...                                  ...           ...        ...   \n",
      "5504 2024-03-14 18:59:59.999000064+08:00  4.476979e+05     5819.0   \n",
      "5505 2024-03-14 19:59:59.999000064+08:00  6.631022e+05     8277.0   \n",
      "5506 2024-03-14 20:59:59.999000064+08:00  5.840002e+05     7938.0   \n",
      "5507 2024-03-14 21:59:59.999000064+08:00  1.291132e+06    16021.0   \n",
      "5508 2024-03-14 22:59:59.999000064+08:00  7.040821e+05    10776.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                        480384.0                   322013.7840  AGLDUSDT  \n",
      "1                        279302.0                   187749.4309  AGLDUSDT  \n",
      "2                        263911.0                   176825.1528  AGLDUSDT  \n",
      "3                        242079.0                   162089.9351  AGLDUSDT  \n",
      "4                        255505.0                   172313.0368  AGLDUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "5504                     117140.0                   214457.8391  AGLDUSDT  \n",
      "5505                     146190.0                   261941.0080  AGLDUSDT  \n",
      "5506                     181836.0                   327311.0911  AGLDUSDT  \n",
      "5507                     347191.0                   608149.7871  AGLDUSDT  \n",
      "5508                     200861.0                   353338.1028  AGLDUSDT  \n",
      "\n",
      "[5509 rows x 12 columns], 'RSRUSDT':              candle_begin_time      open      high       low     close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.004262  0.004272  0.004224  0.004241   \n",
      "1    2023-01-23 08:00:00+08:00  0.004240  0.004271  0.004214  0.004239   \n",
      "2    2023-01-23 09:00:00+08:00  0.004239  0.004305  0.004239  0.004273   \n",
      "3    2023-01-23 10:00:00+08:00  0.004275  0.004333  0.004272  0.004319   \n",
      "4    2023-01-23 11:00:00+08:00  0.004319  0.004330  0.004246  0.004249   \n",
      "...                        ...       ...       ...       ...       ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.007011  0.007018  0.006918  0.006920   \n",
      "9996 2024-03-14 19:00:00+08:00  0.006918  0.006960  0.006824  0.006945   \n",
      "9997 2024-03-14 20:00:00+08:00  0.006944  0.007022  0.006888  0.006932   \n",
      "9998 2024-03-14 21:00:00+08:00  0.006932  0.006934  0.006704  0.006782   \n",
      "9999 2024-03-14 22:00:00+08:00  0.006782  0.006952  0.006771  0.006894   \n",
      "\n",
      "           volume                          close_time  quote_volume  \\\n",
      "0     235394804.0 2023-01-23 07:59:59.999000064+08:00  1.000587e+06   \n",
      "1     331921640.0 2023-01-23 08:59:59.999000064+08:00  1.408693e+06   \n",
      "2     264430870.0 2023-01-23 09:59:59.999000064+08:00  1.133110e+06   \n",
      "3     150082674.0 2023-01-23 10:59:59.999000064+08:00  6.451775e+05   \n",
      "4     190121593.0 2023-01-23 11:59:59.999000064+08:00  8.146769e+05   \n",
      "...           ...                                 ...           ...   \n",
      "9995  376294035.0 2024-03-14 18:59:59.999000064+08:00  2.619103e+06   \n",
      "9996  513381854.0 2024-03-14 19:59:59.999000064+08:00  3.536465e+06   \n",
      "9997  612148634.0 2024-03-14 20:59:59.999000064+08:00  4.260137e+06   \n",
      "9998  867808857.0 2024-03-14 21:59:59.999000064+08:00  5.914932e+06   \n",
      "9999  571432970.0 2024-03-14 22:59:59.999000064+08:00  3.924221e+06   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0        5052.0                  119568312.0                  5.083192e+05   \n",
      "1        7067.0                  154305800.0                  6.549436e+05   \n",
      "2        5675.0                  132192085.0                  5.664526e+05   \n",
      "3        3543.0                   81096178.0                  3.487542e+05   \n",
      "4        4662.0                   73701704.0                  3.160209e+05   \n",
      "...         ...                          ...                           ...   \n",
      "9995    19267.0                  195475238.0                  1.360887e+06   \n",
      "9996    25118.0                  276704837.0                  1.907107e+06   \n",
      "9997    29918.0                  314718274.0                  2.191515e+06   \n",
      "9998    39479.0                  395585684.0                  2.698402e+06   \n",
      "9999    30564.0                  300647228.0                  2.065457e+06   \n",
      "\n",
      "       symbol  \n",
      "0     RSRUSDT  \n",
      "1     RSRUSDT  \n",
      "2     RSRUSDT  \n",
      "3     RSRUSDT  \n",
      "4     RSRUSDT  \n",
      "...       ...  \n",
      "9995  RSRUSDT  \n",
      "9996  RSRUSDT  \n",
      "9997  RSRUSDT  \n",
      "9998  RSRUSDT  \n",
      "9999  RSRUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'SUPERUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-11-26 21:00:00+08:00  0.4673  0.4780  0.4219  0.4359  27966862.0   \n",
      "1    2023-11-26 22:00:00+08:00  0.4357  0.4425  0.4248  0.4271  18812294.0   \n",
      "2    2023-11-26 23:00:00+08:00  0.4274  0.4305  0.3640  0.3706  56387069.0   \n",
      "3    2023-11-27 00:00:00+08:00  0.3706  0.3886  0.3614  0.3797  36695796.0   \n",
      "4    2023-11-27 01:00:00+08:00  0.3801  0.4179  0.3724  0.3884  49976771.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "2613 2024-03-14 18:00:00+08:00  1.4100  1.4106  1.3812  1.3908    675379.0   \n",
      "2614 2024-03-14 19:00:00+08:00  1.3906  1.3952  1.3751  1.3866    781338.0   \n",
      "2615 2024-03-14 20:00:00+08:00  1.3865  1.3947  1.3671  1.3742    681936.0   \n",
      "2616 2024-03-14 21:00:00+08:00  1.3740  1.3796  1.3117  1.3332   1887152.0   \n",
      "2617 2024-03-14 22:00:00+08:00  1.3332  1.3592  1.3267  1.3419   1489790.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-11-26 21:59:59.999000064+08:00  1.234787e+07    49946.0   \n",
      "1    2023-11-26 22:59:59.999000064+08:00  8.121161e+06    38329.0   \n",
      "2    2023-11-26 23:59:59.999000064+08:00  2.228783e+07    92250.0   \n",
      "3    2023-11-27 00:59:59.999000064+08:00  1.377382e+07    67205.0   \n",
      "4    2023-11-27 01:59:59.999000064+08:00  2.001811e+07    97931.0   \n",
      "...                                  ...           ...        ...   \n",
      "2613 2024-03-14 18:59:59.999000064+08:00  9.424920e+05     9292.0   \n",
      "2614 2024-03-14 19:59:59.999000064+08:00  1.081874e+06    11231.0   \n",
      "2615 2024-03-14 20:59:59.999000064+08:00  9.402494e+05    11631.0   \n",
      "2616 2024-03-14 21:59:59.999000064+08:00  2.532696e+06    22893.0   \n",
      "2617 2024-03-14 22:59:59.999000064+08:00  1.999198e+06    18888.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume     symbol  \n",
      "0                      13864180.0                  6.125642e+06  SUPERUSDT  \n",
      "1                       9221301.0                  3.983693e+06  SUPERUSDT  \n",
      "2                      27033055.0                  1.068005e+07  SUPERUSDT  \n",
      "3                      18696540.0                  7.021250e+06  SUPERUSDT  \n",
      "4                      24898842.0                  9.977950e+06  SUPERUSDT  \n",
      "...                           ...                           ...        ...  \n",
      "2613                     331619.0                  4.625727e+05  SUPERUSDT  \n",
      "2614                     360904.0                  5.000281e+05  SUPERUSDT  \n",
      "2615                     331072.0                  4.563914e+05  SUPERUSDT  \n",
      "2616                     959017.0                  1.285167e+06  SUPERUSDT  \n",
      "2617                     798084.0                  1.071735e+06  SUPERUSDT  \n",
      "\n",
      "[2618 rows x 12 columns], 'ZRXUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.2283  0.2294  0.2273  0.2277   4398454.8   \n",
      "1    2023-01-23 08:00:00+08:00  0.2277  0.2307  0.2275  0.2288   5571341.3   \n",
      "2    2023-01-23 09:00:00+08:00  0.2287  0.2305  0.2279  0.2280   3385813.8   \n",
      "3    2023-01-23 10:00:00+08:00  0.2281  0.2303  0.2280  0.2300   2717173.6   \n",
      "4    2023-01-23 11:00:00+08:00  0.2300  0.2305  0.2270  0.2278   3310676.3   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "9995 2024-03-14 18:00:00+08:00  1.2224  1.2396  1.2075  1.2295  16445716.0   \n",
      "9996 2024-03-14 19:00:00+08:00  1.2295  1.2305  1.2025  1.2211  16440042.1   \n",
      "9997 2024-03-14 20:00:00+08:00  1.2211  1.2546  1.2039  1.2236  26884212.9   \n",
      "9998 2024-03-14 21:00:00+08:00  1.2235  1.2581  1.1886  1.2139  41485985.5   \n",
      "9999 2024-03-14 22:00:00+08:00  1.2134  1.2781  1.2132  1.2547  30181325.3   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.003430e+06     4455.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.276249e+06     5710.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  7.765095e+05     3724.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  6.228862e+05     3248.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  7.567239e+05     3612.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  2.015347e+07    99224.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.999260e+07    98492.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  3.294171e+07   134930.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  5.075650e+07   189244.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  3.758065e+07   168180.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       2172036.7                  4.954264e+05  ZRXUSDT  \n",
      "1                       2936373.1                  6.725956e+05  ZRXUSDT  \n",
      "2                       1646386.1                  3.775229e+05  ZRXUSDT  \n",
      "3                       1295272.5                  2.968201e+05  ZRXUSDT  \n",
      "4                       1652216.6                  3.777849e+05  ZRXUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                    8619675.6                  1.056749e+07  ZRXUSDT  \n",
      "9996                    8544954.7                  1.039266e+07  ZRXUSDT  \n",
      "9997                   14107549.7                  1.729510e+07  ZRXUSDT  \n",
      "9998                   20329556.5                  2.489522e+07  ZRXUSDT  \n",
      "9999                   16271106.9                  2.027200e+07  ZRXUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'PIXELUSDT':             candle_begin_time    open    high     low   close       volume  \\\n",
      "0   2024-02-19 23:00:00+08:00  0.5188  0.5748  0.5011  0.5725   91751749.0   \n",
      "1   2024-02-20 00:00:00+08:00  0.5725  0.6965  0.5610  0.6145  382285135.0   \n",
      "2   2024-02-20 01:00:00+08:00  0.6146  0.6355  0.5730  0.6318  227833404.0   \n",
      "3   2024-02-20 02:00:00+08:00  0.6317  0.6570  0.6120  0.6182  126047410.0   \n",
      "4   2024-02-20 03:00:00+08:00  0.6182  0.6308  0.5814  0.5982   84102779.0   \n",
      "..                        ...     ...     ...     ...     ...          ...   \n",
      "571 2024-03-14 18:00:00+08:00  0.7764  0.7899  0.7682  0.7745   18638236.0   \n",
      "572 2024-03-14 19:00:00+08:00  0.7746  0.7848  0.7668  0.7726   15835698.0   \n",
      "573 2024-03-14 20:00:00+08:00  0.7727  0.7775  0.7517  0.7634   22192400.0   \n",
      "574 2024-03-14 21:00:00+08:00  0.7633  0.7651  0.7234  0.7394   37810446.0   \n",
      "575 2024-03-14 22:00:00+08:00  0.7394  0.7637  0.7380  0.7569   25926695.0   \n",
      "\n",
      "                             close_time  quote_volume  trade_num  \\\n",
      "0   2024-02-19 23:59:59.999000064+08:00  5.077174e+07   176600.0   \n",
      "1   2024-02-20 00:59:59.999000064+08:00  2.423091e+08   633889.0   \n",
      "2   2024-02-20 01:59:59.999000064+08:00  1.390813e+08   431431.0   \n",
      "3   2024-02-20 02:59:59.999000064+08:00  8.017173e+07   274481.0   \n",
      "4   2024-02-20 03:59:59.999000064+08:00  5.116113e+07   180931.0   \n",
      "..                                  ...           ...        ...   \n",
      "571 2024-03-14 18:59:59.999000064+08:00  1.450100e+07    52335.0   \n",
      "572 2024-03-14 19:59:59.999000064+08:00  1.226271e+07    50524.0   \n",
      "573 2024-03-14 20:59:59.999000064+08:00  1.689175e+07    55652.0   \n",
      "574 2024-03-14 21:59:59.999000064+08:00  2.802413e+07    91476.0   \n",
      "575 2024-03-14 22:59:59.999000064+08:00  1.951802e+07    68475.0   \n",
      "\n",
      "     taker_buy_base_asset_volume  taker_buy_quote_asset_volume     symbol  \n",
      "0                     44201583.0                  2.450971e+07  PIXELUSDT  \n",
      "1                    185740264.0                  1.177138e+08  PIXELUSDT  \n",
      "2                    111152866.0                  6.791885e+07  PIXELUSDT  \n",
      "3                     60442522.0                  3.847408e+07  PIXELUSDT  \n",
      "4                     39607043.0                  2.410678e+07  PIXELUSDT  \n",
      "..                           ...                           ...        ...  \n",
      "571                    9356599.0                  7.283820e+06  PIXELUSDT  \n",
      "572                    7227623.0                  5.598939e+06  PIXELUSDT  \n",
      "573                   10279498.0                  7.822284e+06  PIXELUSDT  \n",
      "574                   15877128.0                  1.177324e+07  PIXELUSDT  \n",
      "575                   12835902.0                  9.662265e+06  PIXELUSDT  \n",
      "\n",
      "[576 rows x 12 columns], 'SLPUSDT':              candle_begin_time      open      high       low     close  \\\n",
      "0    2023-10-31 22:00:00+08:00  0.002480  0.002928  0.002480  0.002881   \n",
      "1    2023-10-31 23:00:00+08:00  0.002881  0.002981  0.002727  0.002860   \n",
      "2    2023-11-01 00:00:00+08:00  0.002860  0.002980  0.002780  0.002816   \n",
      "3    2023-11-01 01:00:00+08:00  0.002816  0.002874  0.002740  0.002817   \n",
      "4    2023-11-01 02:00:00+08:00  0.002817  0.002845  0.002759  0.002786   \n",
      "...                        ...       ...       ...       ...       ...   \n",
      "3236 2024-03-14 18:00:00+08:00  0.007144  0.007152  0.007027  0.007052   \n",
      "3237 2024-03-14 19:00:00+08:00  0.007051  0.007074  0.006912  0.006998   \n",
      "3238 2024-03-14 20:00:00+08:00  0.006999  0.007050  0.006876  0.006918   \n",
      "3239 2024-03-14 21:00:00+08:00  0.006919  0.006951  0.006618  0.006714   \n",
      "3240 2024-03-14 22:00:00+08:00  0.006710  0.006895  0.006710  0.006797   \n",
      "\n",
      "            volume                          close_time  quote_volume  \\\n",
      "0     6.519970e+09 2023-10-31 22:59:59.999000064+08:00  1.801535e+07   \n",
      "1     1.846517e+10 2023-10-31 23:59:59.999000064+08:00  5.289400e+07   \n",
      "2     1.530568e+10 2023-11-01 00:59:59.999000064+08:00  4.435086e+07   \n",
      "3     7.885160e+09 2023-11-01 01:59:59.999000064+08:00  2.207923e+07   \n",
      "4     3.688410e+09 2023-11-01 02:59:59.999000064+08:00  1.032723e+07   \n",
      "...            ...                                 ...           ...   \n",
      "3236  1.396295e+08 2024-03-14 18:59:59.999000064+08:00  9.917836e+05   \n",
      "3237  2.188848e+08 2024-03-14 19:59:59.999000064+08:00  1.528410e+06   \n",
      "3238  2.086746e+08 2024-03-14 20:59:59.999000064+08:00  1.450380e+06   \n",
      "3239  3.995688e+08 2024-03-14 21:59:59.999000064+08:00  2.710125e+06   \n",
      "3240  2.729139e+08 2024-03-14 22:59:59.999000064+08:00  1.856257e+06   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0       65405.0                 3.179002e+09                  8.780466e+06   \n",
      "1      177270.0                 8.990598e+09                  2.577703e+07   \n",
      "2      165703.0                 7.454352e+09                  2.162054e+07   \n",
      "3       98561.0                 3.886199e+09                  1.089019e+07   \n",
      "4       50483.0                 1.799658e+09                  5.041679e+06   \n",
      "...         ...                          ...                           ...   \n",
      "3236     7344.0                 5.608799e+07                  3.982505e+05   \n",
      "3237    12722.0                 9.974064e+07                  6.966081e+05   \n",
      "3238    13180.0                 9.170312e+07                  6.377735e+05   \n",
      "3239    22506.0                 1.800031e+08                  1.221080e+06   \n",
      "3240    17993.0                 1.451981e+08                  9.881573e+05   \n",
      "\n",
      "       symbol  \n",
      "0     SLPUSDT  \n",
      "1     SLPUSDT  \n",
      "2     SLPUSDT  \n",
      "3     SLPUSDT  \n",
      "4     SLPUSDT  \n",
      "...       ...  \n",
      "3236  SLPUSDT  \n",
      "3237  SLPUSDT  \n",
      "3238  SLPUSDT  \n",
      "3239  SLPUSDT  \n",
      "3240  SLPUSDT  \n",
      "\n",
      "[3241 rows x 12 columns], 'MKRUSDT':              candle_begin_time    open    high     low   close    volume  \\\n",
      "0    2023-01-23 07:00:00+08:00   707.8   714.1   706.2   710.2   993.412   \n",
      "1    2023-01-23 08:00:00+08:00   710.2   722.5   710.1   717.8  1589.636   \n",
      "2    2023-01-23 09:00:00+08:00   717.8   727.3   717.2   718.0  1184.160   \n",
      "3    2023-01-23 10:00:00+08:00   718.0   729.0   718.0   723.8  1642.134   \n",
      "4    2023-01-23 11:00:00+08:00   723.8   726.8   715.1   715.3   911.282   \n",
      "...                        ...     ...     ...     ...     ...       ...   \n",
      "9995 2024-03-14 18:00:00+08:00  2827.4  2842.6  2811.4  2824.0  1232.207   \n",
      "9996 2024-03-14 19:00:00+08:00  2823.9  2853.6  2823.4  2836.4  1745.952   \n",
      "9997 2024-03-14 20:00:00+08:00  2836.3  2881.3  2812.0  2843.5  2797.304   \n",
      "9998 2024-03-14 21:00:00+08:00  2843.5  2852.3  2800.8  2837.3  3093.931   \n",
      "9999 2024-03-14 22:00:00+08:00  2837.0  2910.7  2835.7  2851.0  4553.702   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  7.058168e+05     3947.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.139753e+06     5824.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  8.559976e+05     4992.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.187790e+06     5373.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  6.564244e+05     3785.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  3.482014e+06    19021.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  4.956434e+06    29106.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  7.958123e+06    41144.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  8.744541e+06    40505.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  1.308435e+07    67021.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                         463.505                  3.292423e+05  MKRUSDT  \n",
      "1                         815.791                  5.848484e+05  MKRUSDT  \n",
      "2                         552.073                  3.991398e+05  MKRUSDT  \n",
      "3                         885.507                  6.406742e+05  MKRUSDT  \n",
      "4                         403.242                  2.905462e+05  MKRUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                      586.954                  1.658491e+06  MKRUSDT  \n",
      "9996                      899.550                  2.553393e+06  MKRUSDT  \n",
      "9997                     1336.655                  3.805310e+06  MKRUSDT  \n",
      "9998                     1465.670                  4.141358e+06  MKRUSDT  \n",
      "9999                     2351.844                  6.757838e+06  MKRUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'MDTUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-06-30 20:00:00+08:00  0.04778  0.04789  0.04608  0.04732   \n",
      "1    2023-06-30 21:00:00+08:00  0.04733  0.04936  0.04429  0.04610   \n",
      "2    2023-06-30 22:00:00+08:00  0.04610  0.04661  0.04541  0.04621   \n",
      "3    2023-06-30 23:00:00+08:00  0.04613  0.04643  0.04604  0.04619   \n",
      "4    2023-07-01 00:00:00+08:00  0.04624  0.04847  0.04574  0.04802   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "6190 2024-03-14 18:00:00+08:00  0.12220  0.12333  0.11772  0.11816   \n",
      "6191 2024-03-14 19:00:00+08:00  0.11816  0.11860  0.11623  0.11804   \n",
      "6192 2024-03-14 20:00:00+08:00  0.11806  0.11888  0.11655  0.11742   \n",
      "6193 2024-03-14 21:00:00+08:00  0.11745  0.11785  0.11184  0.11361   \n",
      "6194 2024-03-14 22:00:00+08:00  0.11359  0.11660  0.11358  0.11522   \n",
      "\n",
      "          volume                          close_time  quote_volume  trade_num  \\\n",
      "0     16892809.0 2023-06-30 20:59:59.999000064+08:00  7.921585e+05     4653.0   \n",
      "1     21213536.0 2023-06-30 21:59:59.999000064+08:00  1.006031e+06     7072.0   \n",
      "2     13685295.0 2023-06-30 22:59:59.999000064+08:00  6.286956e+05     7323.0   \n",
      "3      2473031.0 2023-06-30 23:59:59.999000064+08:00  1.144037e+05     1968.0   \n",
      "4      7212660.0 2023-07-01 00:59:59.999000064+08:00  3.392553e+05     5774.0   \n",
      "...          ...                                 ...           ...        ...   \n",
      "6190  16936404.0 2024-03-14 18:59:59.999000064+08:00  2.041799e+06    18224.0   \n",
      "6191  10453021.0 2024-03-14 19:59:59.999000064+08:00  1.229822e+06    13343.0   \n",
      "6192   5834404.0 2024-03-14 20:59:59.999000064+08:00  6.860608e+05     9593.0   \n",
      "6193  21959077.0 2024-03-14 21:59:59.999000064+08:00  2.509739e+06    22770.0   \n",
      "6194  13637077.0 2024-03-14 22:59:59.999000064+08:00  1.571190e+06    19225.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       8462741.0                  3.971636e+05  MDTUSDT  \n",
      "1                      10448005.0                  4.965591e+05  MDTUSDT  \n",
      "2                       8074902.0                  3.711573e+05  MDTUSDT  \n",
      "3                        992025.0                  4.592291e+04  MDTUSDT  \n",
      "4                       4003213.0                  1.889295e+05  MDTUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "6190                    7501554.0                  9.057569e+05  MDTUSDT  \n",
      "6191                    5590727.0                  6.581499e+05  MDTUSDT  \n",
      "6192                    2857888.0                  3.361561e+05  MDTUSDT  \n",
      "6193                    8842856.0                  1.010594e+06  MDTUSDT  \n",
      "6194                    6740572.0                  7.767237e+05  MDTUSDT  \n",
      "\n",
      "[6195 rows x 12 columns], 'FLMUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.0967  0.0975  0.0964  0.0969   2353888.0   \n",
      "1    2023-01-23 08:00:00+08:00  0.0970  0.0986  0.0969  0.0980   4210110.0   \n",
      "2    2023-01-23 09:00:00+08:00  0.0979  0.0989  0.0978  0.0978   2821166.0   \n",
      "3    2023-01-23 10:00:00+08:00  0.0979  0.0988  0.0979  0.0986   1830193.0   \n",
      "4    2023-01-23 11:00:00+08:00  0.0985  0.0986  0.0972  0.0972   3138161.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.1430  0.1432  0.1407  0.1412   6096551.0   \n",
      "9996 2024-03-14 19:00:00+08:00  0.1412  0.1417  0.1386  0.1399  10976302.0   \n",
      "9997 2024-03-14 20:00:00+08:00  0.1400  0.1411  0.1382  0.1391   6409660.0   \n",
      "9998 2024-03-14 21:00:00+08:00  0.1391  0.1396  0.1330  0.1354  20479539.0   \n",
      "9999 2024-03-14 22:00:00+08:00  0.1354  0.1379  0.1353  0.1368  11726027.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  2.282106e+05     1976.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  4.123055e+05     3082.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  2.775840e+05     2240.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.798380e+05     1575.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  3.064314e+05     1882.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  8.652839e+05     5145.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.535760e+06     7494.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  8.939929e+05     5886.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  2.785722e+06    14011.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  1.601131e+06     9378.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       1138184.0                  1.103610e+05  FLMUSDT  \n",
      "1                       2217424.0                  2.171448e+05  FLMUSDT  \n",
      "2                       1276448.0                  1.255648e+05  FLMUSDT  \n",
      "3                        955452.0                  9.388837e+04  FLMUSDT  \n",
      "4                       1121674.0                  1.096418e+05  FLMUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                    2417133.0                  3.431703e+05  FLMUSDT  \n",
      "9996                    4432500.0                  6.203289e+05  FLMUSDT  \n",
      "9997                    3127160.0                  4.364344e+05  FLMUSDT  \n",
      "9998                    8997878.0                  1.225107e+06  FLMUSDT  \n",
      "9999                    5979568.0                  8.164421e+05  FLMUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'WLDUSDT':              candle_begin_time    open     high     low   close      volume  \\\n",
      "0    2023-07-24 20:00:00+08:00  2.6478   2.6557  2.3910  2.5563  16849324.0   \n",
      "1    2023-07-24 21:00:00+08:00  2.5569   2.5923  2.4416  2.4534  10513084.0   \n",
      "2    2023-07-24 22:00:00+08:00  2.4534   2.4696  2.1716  2.2699  29348832.0   \n",
      "3    2023-07-24 23:00:00+08:00  2.2698   2.2927  2.1510  2.2274  21175385.0   \n",
      "4    2023-07-25 00:00:00+08:00  2.2262   2.3535  2.2132  2.2776  17822469.0   \n",
      "...                        ...     ...      ...     ...     ...         ...   \n",
      "5614 2024-03-14 18:00:00+08:00  9.9468  10.0100  9.7566  9.8168   5433971.0   \n",
      "5615 2024-03-14 19:00:00+08:00  9.8169   9.9162  9.6048  9.6820   4410064.0   \n",
      "5616 2024-03-14 20:00:00+08:00  9.6818   9.7828  9.4957  9.7081   4206116.0   \n",
      "5617 2024-03-14 21:00:00+08:00  9.7087   9.7230  9.2140  9.4158   6593003.0   \n",
      "5618 2024-03-14 22:00:00+08:00  9.4180   9.7541  9.3744  9.6975   7018040.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-07-24 20:59:59.999000064+08:00  4.241626e+07   139149.0   \n",
      "1    2023-07-24 21:59:59.999000064+08:00  2.653114e+07    98622.0   \n",
      "2    2023-07-24 22:59:59.999000064+08:00  6.693554e+07   207400.0   \n",
      "3    2023-07-24 23:59:59.999000064+08:00  4.690760e+07   194244.0   \n",
      "4    2023-07-25 00:59:59.999000064+08:00  4.064557e+07   159251.0   \n",
      "...                                  ...           ...        ...   \n",
      "5614 2024-03-14 18:59:59.999000064+08:00  5.362419e+07   196829.0   \n",
      "5615 2024-03-14 19:59:59.999000064+08:00  4.290532e+07   172999.0   \n",
      "5616 2024-03-14 20:59:59.999000064+08:00  4.049103e+07   150300.0   \n",
      "5617 2024-03-14 21:59:59.999000064+08:00  6.225027e+07   238528.0   \n",
      "5618 2024-03-14 22:59:59.999000064+08:00  6.719597e+07   229446.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       9315264.0                  2.344062e+07  WLDUSDT  \n",
      "1                       5115547.0                  1.292827e+07  WLDUSDT  \n",
      "2                      14366418.0                  3.276910e+07  WLDUSDT  \n",
      "3                      10625202.0                  2.355628e+07  WLDUSDT  \n",
      "4                       9106618.0                  2.077628e+07  WLDUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "5614                    2429731.0                  2.399039e+07  WLDUSDT  \n",
      "5615                    1965317.0                  1.912002e+07  WLDUSDT  \n",
      "5616                    1995988.0                  1.922093e+07  WLDUSDT  \n",
      "5617                    2956061.0                  2.791509e+07  WLDUSDT  \n",
      "5618                    3415896.0                  3.270148e+07  WLDUSDT  \n",
      "\n",
      "[5619 rows x 12 columns], 'HFTUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-04-06 20:00:00+08:00  0.6662  0.6662  0.6268  0.6375  2865403.0   \n",
      "1    2023-04-06 21:00:00+08:00  0.6376  0.6506  0.6331  0.6392  2134666.0   \n",
      "2    2023-04-06 22:00:00+08:00  0.6392  0.6433  0.6310  0.6336   775290.0   \n",
      "3    2023-04-06 23:00:00+08:00  0.6336  0.6489  0.6331  0.6468   949683.0   \n",
      "4    2023-04-07 00:00:00+08:00  0.6468  0.6580  0.6400  0.6516  1607073.0   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "8230 2024-03-14 18:00:00+08:00  0.5197  0.5215  0.5134  0.5149  1087490.0   \n",
      "8231 2024-03-14 19:00:00+08:00  0.5148  0.5164  0.5058  0.5107  2282358.0   \n",
      "8232 2024-03-14 20:00:00+08:00  0.5108  0.5148  0.5045  0.5066  1870351.0   \n",
      "8233 2024-03-14 21:00:00+08:00  0.5067  0.5083  0.4829  0.4909  3976925.0   \n",
      "8234 2024-03-14 22:00:00+08:00  0.4908  0.5038  0.4853  0.4925  6166453.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-04-06 20:59:59.999000064+08:00  1.846828e+06    12680.0   \n",
      "1    2023-04-06 21:59:59.999000064+08:00  1.370445e+06     6831.0   \n",
      "2    2023-04-06 22:59:59.999000064+08:00  4.933910e+05     4275.0   \n",
      "3    2023-04-06 23:59:59.999000064+08:00  6.101412e+05     4255.0   \n",
      "4    2023-04-07 00:59:59.999000064+08:00  1.044478e+06     8067.0   \n",
      "...                                  ...           ...        ...   \n",
      "8230 2024-03-14 18:59:59.999000064+08:00  5.632416e+05     7006.0   \n",
      "8231 2024-03-14 19:59:59.999000064+08:00  1.163435e+06    11374.0   \n",
      "8232 2024-03-14 20:59:59.999000064+08:00  9.532118e+05     8135.0   \n",
      "8233 2024-03-14 21:59:59.999000064+08:00  1.962221e+06    19204.0   \n",
      "8234 2024-03-14 22:59:59.999000064+08:00  3.041171e+06    21703.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       1300385.0                  8.386428e+05  HFTUSDT  \n",
      "1                       1081251.0                  6.957524e+05  HFTUSDT  \n",
      "2                        345829.0                  2.201459e+05  HFTUSDT  \n",
      "3                        505618.0                  3.250363e+05  HFTUSDT  \n",
      "4                        805588.0                  5.238432e+05  HFTUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "8230                     516819.0                  2.677743e+05  HFTUSDT  \n",
      "8231                    1162440.0                  5.927438e+05  HFTUSDT  \n",
      "8232                     892265.0                  4.550530e+05  HFTUSDT  \n",
      "8233                    1794238.0                  8.847251e+05  HFTUSDT  \n",
      "8234                    3100441.0                  1.528600e+06  HFTUSDT  \n",
      "\n",
      "[8235 rows x 12 columns], 'KSMUSDT':              candle_begin_time   open   high    low  close   volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  34.77  34.90  34.59  34.78  25702.2   \n",
      "1    2023-01-23 08:00:00+08:00  34.78  35.72  34.75  35.45  44049.4   \n",
      "2    2023-01-23 09:00:00+08:00  35.46  36.02  35.46  35.65  35727.6   \n",
      "3    2023-01-23 10:00:00+08:00  35.66  35.96  35.62  35.87  19101.5   \n",
      "4    2023-01-23 11:00:00+08:00  35.87  35.93  35.38  35.45  19986.3   \n",
      "...                        ...    ...    ...    ...    ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  60.65  61.01  59.65  59.77  40953.4   \n",
      "9996 2024-03-14 19:00:00+08:00  59.77  59.97  58.43  59.59  46408.1   \n",
      "9997 2024-03-14 20:00:00+08:00  59.59  60.14  58.43  59.15  41165.7   \n",
      "9998 2024-03-14 21:00:00+08:00  59.17  59.23  56.37  57.26  79849.2   \n",
      "9999 2024-03-14 22:00:00+08:00  57.26  58.39  57.18  57.78  45510.3   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00    893377.790     3957.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00   1555449.314     6522.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00   1279219.614     5165.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00    683356.374     3145.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00    712099.438     3226.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00   2475325.354    15184.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00   2744252.486    17232.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00   2438174.812    16130.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00   4607546.602    29339.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00   2627331.506    18511.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                         12595.9                    437851.261  KSMUSDT  \n",
      "1                         21754.3                    768144.589  KSMUSDT  \n",
      "2                         17842.7                    638927.980  KSMUSDT  \n",
      "3                          9608.5                    343772.657  KSMUSDT  \n",
      "4                          8146.2                    290438.512  KSMUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                      18060.5                   1092167.996  KSMUSDT  \n",
      "9996                      21039.5                   1244567.171  KSMUSDT  \n",
      "9997                      19202.4                   1137988.738  KSMUSDT  \n",
      "9998                      34298.8                   1978855.172  KSMUSDT  \n",
      "9999                      23038.9                   1330385.735  KSMUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'REEFUSDT':              candle_begin_time      open      high       low     close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.003181  0.003200  0.003172  0.003179   \n",
      "1    2023-01-23 08:00:00+08:00  0.003180  0.003242  0.003179  0.003223   \n",
      "2    2023-01-23 09:00:00+08:00  0.003224  0.003262  0.003224  0.003235   \n",
      "3    2023-01-23 10:00:00+08:00  0.003236  0.003260  0.003234  0.003252   \n",
      "4    2023-01-23 11:00:00+08:00  0.003252  0.003268  0.003213  0.003220   \n",
      "...                        ...       ...       ...       ...       ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.004140  0.004248  0.004121  0.004181   \n",
      "9996 2024-03-14 19:00:00+08:00  0.004179  0.004192  0.004073  0.004115   \n",
      "9997 2024-03-14 20:00:00+08:00  0.004116  0.004149  0.004059  0.004101   \n",
      "9998 2024-03-14 21:00:00+08:00  0.004101  0.004103  0.003832  0.003901   \n",
      "9999 2024-03-14 22:00:00+08:00  0.003901  0.003979  0.003884  0.003932   \n",
      "\n",
      "            volume                          close_time  quote_volume  \\\n",
      "0     2.467213e+08 2023-01-23 07:59:59.999000064+08:00  7.856530e+05   \n",
      "1     4.495000e+08 2023-01-23 08:59:59.999000064+08:00  1.445368e+06   \n",
      "2     2.404150e+08 2023-01-23 09:59:59.999000064+08:00  7.800742e+05   \n",
      "3     1.743658e+08 2023-01-23 10:59:59.999000064+08:00  5.660611e+05   \n",
      "4     2.140333e+08 2023-01-23 11:59:59.999000064+08:00  6.931386e+05   \n",
      "...            ...                                 ...           ...   \n",
      "9995  8.368630e+08 2024-03-14 18:59:59.999000064+08:00  3.492626e+06   \n",
      "9996  5.929660e+08 2024-03-14 19:59:59.999000064+08:00  2.444130e+06   \n",
      "9997  5.251620e+08 2024-03-14 20:59:59.999000064+08:00  2.156606e+06   \n",
      "9998  1.734441e+09 2024-03-14 21:59:59.999000064+08:00  6.869443e+06   \n",
      "9999  9.194171e+08 2024-03-14 22:59:59.999000064+08:00  3.615658e+06   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0        4197.0                  129498602.0                  4.123630e+05   \n",
      "1        7385.0                  217252082.0                  6.982043e+05   \n",
      "2        4233.0                  112067500.0                  3.636601e+05   \n",
      "3        3112.0                   82288828.0                  2.671864e+05   \n",
      "4        3481.0                   87495798.0                  2.834597e+05   \n",
      "...         ...                          ...                           ...   \n",
      "9995    24327.0                  451681466.0                  1.886149e+06   \n",
      "9996    21664.0                  269178257.0                  1.109388e+06   \n",
      "9997    18344.0                  244620761.0                  1.004570e+06   \n",
      "9998    44898.0                  697070314.0                  2.762151e+06   \n",
      "9999    28158.0                  484105289.0                  1.904700e+06   \n",
      "\n",
      "        symbol  \n",
      "0     REEFUSDT  \n",
      "1     REEFUSDT  \n",
      "2     REEFUSDT  \n",
      "3     REEFUSDT  \n",
      "4     REEFUSDT  \n",
      "...        ...  \n",
      "9995  REEFUSDT  \n",
      "9996  REEFUSDT  \n",
      "9997  REEFUSDT  \n",
      "9998  REEFUSDT  \n",
      "9999  REEFUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'ONEUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.01769  0.01779  0.01761  0.01774   \n",
      "1    2023-01-23 08:00:00+08:00  0.01774  0.01809  0.01773  0.01797   \n",
      "2    2023-01-23 09:00:00+08:00  0.01798  0.01840  0.01798  0.01812   \n",
      "3    2023-01-23 10:00:00+08:00  0.01813  0.01844  0.01811  0.01837   \n",
      "4    2023-01-23 11:00:00+08:00  0.01838  0.01842  0.01811  0.01818   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.03538  0.03546  0.03485  0.03491   \n",
      "9996 2024-03-14 19:00:00+08:00  0.03492  0.03501  0.03418  0.03455   \n",
      "9997 2024-03-14 20:00:00+08:00  0.03455  0.03483  0.03412  0.03447   \n",
      "9998 2024-03-14 21:00:00+08:00  0.03446  0.03467  0.03301  0.03359   \n",
      "9999 2024-03-14 22:00:00+08:00  0.03358  0.03430  0.03354  0.03389   \n",
      "\n",
      "          volume                          close_time  quote_volume  trade_num  \\\n",
      "0     38175752.0 2023-01-23 07:59:59.999000064+08:00  6.760288e+05     3740.0   \n",
      "1     64211726.0 2023-01-23 08:59:59.999000064+08:00  1.151587e+06     6487.0   \n",
      "2     58012443.0 2023-01-23 09:59:59.999000064+08:00  1.057891e+06     5174.0   \n",
      "3     41412494.0 2023-01-23 10:59:59.999000064+08:00  7.555420e+05     4118.0   \n",
      "4     39500391.0 2023-01-23 11:59:59.999000064+08:00  7.215144e+05     4032.0   \n",
      "...          ...                                 ...           ...        ...   \n",
      "9995  16367420.0 2024-03-14 18:59:59.999000064+08:00  5.750727e+05     4726.0   \n",
      "9996  40028688.0 2024-03-14 19:59:59.999000064+08:00  1.381696e+06    10784.0   \n",
      "9997  43872157.0 2024-03-14 20:59:59.999000064+08:00  1.509662e+06    11049.0   \n",
      "9998  94118108.0 2024-03-14 21:59:59.999000064+08:00  3.175638e+06    22033.0   \n",
      "9999  46912594.0 2024-03-14 22:59:59.999000064+08:00  1.591931e+06    15485.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                      19775424.0                  3.502543e+05  ONEUSDT  \n",
      "1                      32387364.0                  5.807826e+05  ONEUSDT  \n",
      "2                      29763704.0                  5.428409e+05  ONEUSDT  \n",
      "3                      20113886.0                  3.671192e+05  ONEUSDT  \n",
      "4                      18774291.0                  3.430492e+05  ONEUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                    7364341.0                  2.586363e+05  ONEUSDT  \n",
      "9996                   17257300.0                  5.955638e+05  ONEUSDT  \n",
      "9997                   22576508.0                  7.764848e+05  ONEUSDT  \n",
      "9998                   46840982.0                  1.581162e+06  ONEUSDT  \n",
      "9999                   24667651.0                  8.371144e+05  ONEUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'ALICEUSDT':              candle_begin_time   open   high    low  close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  1.579  1.598  1.571  1.595   747108.8   \n",
      "1    2023-01-23 08:00:00+08:00  1.594  1.652  1.577  1.645  1897912.6   \n",
      "2    2023-01-23 09:00:00+08:00  1.645  1.747  1.645  1.684  5854848.6   \n",
      "3    2023-01-23 10:00:00+08:00  1.685  1.721  1.656  1.710  2441812.1   \n",
      "4    2023-01-23 11:00:00+08:00  1.711  1.713  1.644  1.647  1971837.2   \n",
      "...                        ...    ...    ...    ...    ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  2.233  2.236  2.191  2.198   366731.2   \n",
      "9996 2024-03-14 19:00:00+08:00  2.198  2.204  2.165  2.197   565952.4   \n",
      "9997 2024-03-14 20:00:00+08:00  2.196  2.215  2.176  2.190   441331.9   \n",
      "9998 2024-03-14 21:00:00+08:00  2.190  2.195  2.088  2.122  1147485.3   \n",
      "9999 2024-03-14 22:00:00+08:00  2.121  2.159  2.118  2.141   859468.3   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.183341e+06     5394.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  3.063327e+06    12418.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  9.968260e+06    34096.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  4.114999e+06    12937.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  3.307496e+06    10835.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  8.115425e+05     5643.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.234560e+06     8329.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  9.678084e+05     8211.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  2.446009e+06    20449.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  1.838392e+06    14856.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume     symbol  \n",
      "0                        424685.5                  6.729140e+05  ALICEUSDT  \n",
      "1                       1038070.7                  1.678182e+06  ALICEUSDT  \n",
      "2                       2828291.9                  4.808249e+06  ALICEUSDT  \n",
      "3                       1243730.1                  2.096774e+06  ALICEUSDT  \n",
      "4                        824846.5                  1.385420e+06  ALICEUSDT  \n",
      "...                           ...                           ...        ...  \n",
      "9995                     170858.2                  3.781018e+05  ALICEUSDT  \n",
      "9996                     285086.1                  6.219372e+05  ALICEUSDT  \n",
      "9997                     210282.1                  4.614494e+05  ALICEUSDT  \n",
      "9998                     511589.1                  1.090225e+06  ALICEUSDT  \n",
      "9999                     415349.5                  8.883802e+05  ALICEUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'MOVRUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-12-26 20:00:00+08:00  32.112  34.080  32.112  33.932  210564.67   \n",
      "1    2023-12-26 21:00:00+08:00  33.900  34.140  31.312  31.500  254976.38   \n",
      "2    2023-12-26 22:00:00+08:00  31.500  32.556  31.211  31.883  132855.47   \n",
      "3    2023-12-26 23:00:00+08:00  31.882  32.589  31.450  31.654  105547.04   \n",
      "4    2023-12-27 00:00:00+08:00  31.653  32.340  30.651  31.112  125123.57   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "1894 2024-03-14 18:00:00+08:00  26.349  26.444  25.911  26.030   85744.24   \n",
      "1895 2024-03-14 19:00:00+08:00  26.026  26.117  25.630  25.879   72147.44   \n",
      "1896 2024-03-14 20:00:00+08:00  25.889  26.016  25.412  25.537   79715.92   \n",
      "1897 2024-03-14 21:00:00+08:00  25.537  25.673  24.500  25.016  219555.48   \n",
      "1898 2024-03-14 22:00:00+08:00  25.017  25.535  24.975  25.164  126538.86   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-12-26 20:59:59.999000064+08:00  6.970852e+06    30579.0   \n",
      "1    2023-12-26 21:59:59.999000064+08:00  8.323757e+06    51769.0   \n",
      "2    2023-12-26 22:59:59.999000064+08:00  4.243953e+06    24326.0   \n",
      "3    2023-12-26 23:59:59.999000064+08:00  3.381707e+06    20941.0   \n",
      "4    2023-12-27 00:59:59.999000064+08:00  3.927743e+06    24137.0   \n",
      "...                                  ...           ...        ...   \n",
      "1894 2024-03-14 18:59:59.999000064+08:00  2.242444e+06    20621.0   \n",
      "1895 2024-03-14 19:59:59.999000064+08:00  1.865673e+06    22843.0   \n",
      "1896 2024-03-14 20:59:59.999000064+08:00  2.044195e+06    23821.0   \n",
      "1897 2024-03-14 21:59:59.999000064+08:00  5.502361e+06    45992.0   \n",
      "1898 2024-03-14 22:59:59.999000064+08:00  3.191277e+06    32359.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                       101412.40                  3.358162e+06  MOVRUSDT  \n",
      "1                       115403.07                  3.763710e+06  MOVRUSDT  \n",
      "2                        70339.82                  2.245808e+06  MOVRUSDT  \n",
      "3                        48760.13                  1.564071e+06  MOVRUSDT  \n",
      "4                        54876.72                  1.723019e+06  MOVRUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "1894                     39073.15                  1.022494e+06  MOVRUSDT  \n",
      "1895                     35376.20                  9.149761e+05  MOVRUSDT  \n",
      "1896                     33294.82                  8.546795e+05  MOVRUSDT  \n",
      "1897                    103569.24                  2.598294e+06  MOVRUSDT  \n",
      "1898                     62303.02                  1.572319e+06  MOVRUSDT  \n",
      "\n",
      "[1899 rows x 12 columns], 'MYROUSDT':             candle_begin_time     open     high      low    close  \\\n",
      "0   2024-03-05 16:00:00+08:00  0.27480  0.30161  0.21526  0.29628   \n",
      "1   2024-03-05 17:00:00+08:00  0.29764  0.30344  0.25395  0.26600   \n",
      "2   2024-03-05 18:00:00+08:00  0.26602  0.37478  0.26355  0.36255   \n",
      "3   2024-03-05 19:00:00+08:00  0.36158  0.38800  0.33368  0.33732   \n",
      "4   2024-03-05 20:00:00+08:00  0.33759  0.39180  0.33732  0.35800   \n",
      "..                        ...      ...      ...      ...      ...   \n",
      "218 2024-03-14 18:00:00+08:00  0.42184  0.44190  0.41903  0.42600   \n",
      "219 2024-03-14 19:00:00+08:00  0.42605  0.43426  0.41432  0.43253   \n",
      "220 2024-03-14 20:00:00+08:00  0.43259  0.44133  0.41959  0.43181   \n",
      "221 2024-03-14 21:00:00+08:00  0.43180  0.43212  0.40000  0.41207   \n",
      "222 2024-03-14 22:00:00+08:00  0.41216  0.43130  0.40506  0.41059   \n",
      "\n",
      "          volume                          close_time  quote_volume  trade_num  \\\n",
      "0     27052923.0 2024-03-05 16:59:59.999000064+08:00  7.311455e+06    22244.0   \n",
      "1     40187276.0 2024-03-05 17:59:59.999000064+08:00  1.114367e+07    49945.0   \n",
      "2     77526957.0 2024-03-05 18:59:59.999000064+08:00  2.524594e+07   115941.0   \n",
      "3    112150506.0 2024-03-05 19:59:59.999000064+08:00  4.018472e+07   186351.0   \n",
      "4     75884001.0 2024-03-05 20:59:59.999000064+08:00  2.747264e+07   154889.0   \n",
      "..           ...                                 ...           ...        ...   \n",
      "218   72869919.0 2024-03-14 18:59:59.999000064+08:00  3.151902e+07   162042.0   \n",
      "219   51958661.0 2024-03-14 19:59:59.999000064+08:00  2.211159e+07   115067.0   \n",
      "220   52941075.0 2024-03-14 20:59:59.999000064+08:00  2.278463e+07   120455.0   \n",
      "221   73573445.0 2024-03-14 21:59:59.999000064+08:00  3.051340e+07   141828.0   \n",
      "222   68276889.0 2024-03-14 22:59:59.999000064+08:00  2.853658e+07   130377.0   \n",
      "\n",
      "     taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                     11987239.0                  3.246544e+06  MYROUSDT  \n",
      "1                     17341647.0                  4.814501e+06  MYROUSDT  \n",
      "2                     37833999.0                  1.233490e+07  MYROUSDT  \n",
      "3                     52035273.0                  1.866181e+07  MYROUSDT  \n",
      "4                     37270738.0                  1.349609e+07  MYROUSDT  \n",
      "..                           ...                           ...       ...  \n",
      "218                   36658673.0                  1.587226e+07  MYROUSDT  \n",
      "219                   25360218.0                  1.080117e+07  MYROUSDT  \n",
      "220                   26106083.0                  1.124049e+07  MYROUSDT  \n",
      "221                   33269574.0                  1.381161e+07  MYROUSDT  \n",
      "222                   33745081.0                  1.411631e+07  MYROUSDT  \n",
      "\n",
      "[223 rows x 12 columns], 'DYDXUSDT':              candle_begin_time   open   high    low  close      volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  1.665  1.700  1.656  1.658   4188749.0   \n",
      "1    2023-01-23 08:00:00+08:00  1.659  1.814  1.658  1.771  17952271.7   \n",
      "2    2023-01-23 09:00:00+08:00  1.770  1.866  1.757  1.805  14316497.1   \n",
      "3    2023-01-23 10:00:00+08:00  1.805  1.824  1.779  1.807   7154578.8   \n",
      "4    2023-01-23 11:00:00+08:00  1.807  1.808  1.755  1.761   5792355.2   \n",
      "...                        ...    ...    ...    ...    ...         ...   \n",
      "9995 2024-03-14 18:00:00+08:00  4.067  4.075  3.974  3.989   1747698.1   \n",
      "9996 2024-03-14 19:00:00+08:00  3.988  4.012  3.917  3.976   2459768.4   \n",
      "9997 2024-03-14 20:00:00+08:00  3.976  3.998  3.922  3.946   1451061.3   \n",
      "9998 2024-03-14 21:00:00+08:00  3.946  3.960  3.787  3.839   5220691.2   \n",
      "9999 2024-03-14 22:00:00+08:00  3.839  3.929  3.836  3.887   3115833.1   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  7.033904e+06    16824.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  3.159795e+07    61512.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  2.600016e+07    49428.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.288958e+07    23479.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.031678e+07    19399.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  7.037541e+06    26165.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  9.728057e+06    39357.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  5.739438e+06    25903.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  2.015343e+07    76938.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  1.209412e+07    51115.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                       2014518.6                  3.384277e+06  DYDXUSDT  \n",
      "1                       9595704.3                  1.686631e+07  DYDXUSDT  \n",
      "2                       7140059.9                  1.296420e+07  DYDXUSDT  \n",
      "3                       3529986.0                  6.362274e+06  DYDXUSDT  \n",
      "4                       2480026.4                  4.421373e+06  DYDXUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9995                     778408.5                  3.134523e+06  DYDXUSDT  \n",
      "9996                    1214807.1                  4.806521e+06  DYDXUSDT  \n",
      "9997                     678481.8                  2.684078e+06  DYDXUSDT  \n",
      "9998                    2346403.6                  9.057026e+06  DYDXUSDT  \n",
      "9999                    1543128.3                  5.991702e+06  DYDXUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'HIFIUSDT':              candle_begin_time    open    high     low   close       volume  \\\n",
      "0    2023-09-16 22:00:00+08:00  1.9430  2.4527  1.8542  2.3629   26673753.0   \n",
      "1    2023-09-16 23:00:00+08:00  2.3607  2.6420  2.3427  2.5625   77934414.0   \n",
      "2    2023-09-17 00:00:00+08:00  2.5625  2.6180  1.9235  1.9516   92515779.0   \n",
      "3    2023-09-17 01:00:00+08:00  1.9510  1.9564  1.4671  1.7245  132295017.0   \n",
      "4    2023-09-17 02:00:00+08:00  1.7242  1.7586  1.4160  1.4369   55742867.0   \n",
      "...                        ...     ...     ...     ...     ...          ...   \n",
      "4316 2024-03-14 18:00:00+08:00  1.2195  1.2250  1.2090  1.2151    3029954.0   \n",
      "4317 2024-03-14 19:00:00+08:00  1.2150  1.2201  1.1914  1.2004    5814404.0   \n",
      "4318 2024-03-14 20:00:00+08:00  1.2005  1.2044  1.1786  1.1871    5712285.0   \n",
      "4319 2024-03-14 21:00:00+08:00  1.1871  1.1887  1.1265  1.1457   15039088.0   \n",
      "4320 2024-03-14 22:00:00+08:00  1.1455  1.1735  1.1413  1.1482   10564547.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-09-16 22:59:59.999000064+08:00  5.754588e+07   166379.0   \n",
      "1    2023-09-16 23:59:59.999000064+08:00  1.934238e+08   513990.0   \n",
      "2    2023-09-17 00:59:59.999000064+08:00  2.135850e+08   776295.0   \n",
      "3    2023-09-17 01:59:59.999000064+08:00  2.210126e+08   896789.0   \n",
      "4    2023-09-17 02:59:59.999000064+08:00  8.700583e+07   475081.0   \n",
      "...                                  ...           ...        ...   \n",
      "4316 2024-03-14 18:59:59.999000064+08:00  3.688763e+06    25239.0   \n",
      "4317 2024-03-14 19:59:59.999000064+08:00  6.990700e+06    36861.0   \n",
      "4318 2024-03-14 20:59:59.999000064+08:00  6.805916e+06    39038.0   \n",
      "4319 2024-03-14 21:59:59.999000064+08:00  1.735510e+07    77966.0   \n",
      "4320 2024-03-14 22:59:59.999000064+08:00  1.221239e+07    70541.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                      13978815.0                  3.012697e+07  HIFIUSDT  \n",
      "1                      40095991.0                  9.961655e+07  HIFIUSDT  \n",
      "2                      46185748.0                  1.068686e+08  HIFIUSDT  \n",
      "3                      64169767.0                  1.072886e+08  HIFIUSDT  \n",
      "4                      25414039.0                  3.969834e+07  HIFIUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "4316                    1523491.0                  1.855483e+06  HIFIUSDT  \n",
      "4317                    2727734.0                  3.280802e+06  HIFIUSDT  \n",
      "4318                    2634723.0                  3.141120e+06  HIFIUSDT  \n",
      "4319                    6948266.0                  8.025230e+06  HIFIUSDT  \n",
      "4320                    5672632.0                  6.562619e+06  HIFIUSDT  \n",
      "\n",
      "[4321 rows x 12 columns], 'TWTUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-11-03 22:00:00+08:00  1.2590  1.2752  1.2184  1.2317  1190154.0   \n",
      "1    2023-11-03 23:00:00+08:00  1.2316  1.2552  1.2237  1.2337   556650.0   \n",
      "2    2023-11-04 00:00:00+08:00  1.2337  1.2409  1.1864  1.1949   629451.0   \n",
      "3    2023-11-04 01:00:00+08:00  1.1952  1.2233  1.1935  1.2188   376304.0   \n",
      "4    2023-11-04 02:00:00+08:00  1.2178  1.2285  1.2064  1.2171   285896.0   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "3164 2024-03-14 18:00:00+08:00  1.6057  1.6124  1.5886  1.5930   389444.0   \n",
      "3165 2024-03-14 19:00:00+08:00  1.5932  1.5982  1.5742  1.5873   378848.0   \n",
      "3166 2024-03-14 20:00:00+08:00  1.5870  1.5968  1.5743  1.5842   294825.0   \n",
      "3167 2024-03-14 21:00:00+08:00  1.5841  1.5885  1.5240  1.5456   831326.0   \n",
      "3168 2024-03-14 22:00:00+08:00  1.5440  1.5680  1.5000  1.5228  1966560.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-11-03 22:59:59.999000064+08:00  1.484704e+06     7539.0   \n",
      "1    2023-11-03 23:59:59.999000064+08:00  6.906776e+05     4791.0   \n",
      "2    2023-11-04 00:59:59.999000064+08:00  7.645726e+05     5613.0   \n",
      "3    2023-11-04 01:59:59.999000064+08:00  4.546588e+05     3425.0   \n",
      "4    2023-11-04 02:59:59.999000064+08:00  3.480510e+05     2372.0   \n",
      "...                                  ...           ...        ...   \n",
      "3164 2024-03-14 18:59:59.999000064+08:00  6.230131e+05     5816.0   \n",
      "3165 2024-03-14 19:59:59.999000064+08:00  6.003002e+05     7538.0   \n",
      "3166 2024-03-14 20:59:59.999000064+08:00  4.672825e+05     6848.0   \n",
      "3167 2024-03-14 21:59:59.999000064+08:00  1.289977e+06    14905.0   \n",
      "3168 2024-03-14 22:59:59.999000064+08:00  2.993946e+06    17698.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                        554011.0                  6.911613e+05  TWTUSDT  \n",
      "1                        244078.0                  3.029683e+05  TWTUSDT  \n",
      "2                        215161.0                  2.618456e+05  TWTUSDT  \n",
      "3                        181794.0                  2.197157e+05  TWTUSDT  \n",
      "4                        140823.0                  1.717309e+05  TWTUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "3164                     236621.0                  3.787876e+05  TWTUSDT  \n",
      "3165                     165079.0                  2.615633e+05  TWTUSDT  \n",
      "3166                     141891.0                  2.249078e+05  TWTUSDT  \n",
      "3167                     385555.0                  5.981928e+05  TWTUSDT  \n",
      "3168                     895103.0                  1.362052e+06  TWTUSDT  \n",
      "\n",
      "[3169 rows x 12 columns], 'KEYUSDT':              candle_begin_time      open      high       low     close  \\\n",
      "0    2023-05-24 20:00:00+08:00  0.007328  0.007503  0.006887  0.007022   \n",
      "1    2023-05-24 21:00:00+08:00  0.007031  0.007124  0.006516  0.006769   \n",
      "2    2023-05-24 22:00:00+08:00  0.006768  0.006968  0.006617  0.006900   \n",
      "3    2023-05-24 23:00:00+08:00  0.006904  0.007039  0.006700  0.006777   \n",
      "4    2023-05-25 00:00:00+08:00  0.006777  0.006826  0.006601  0.006822   \n",
      "...                        ...       ...       ...       ...       ...   \n",
      "7078 2024-03-14 18:00:00+08:00  0.009415  0.009430  0.009262  0.009285   \n",
      "7079 2024-03-14 19:00:00+08:00  0.009285  0.009395  0.009159  0.009375   \n",
      "7080 2024-03-14 20:00:00+08:00  0.009381  0.009430  0.009266  0.009354   \n",
      "7081 2024-03-14 21:00:00+08:00  0.009353  0.009373  0.008850  0.009004   \n",
      "7082 2024-03-14 22:00:00+08:00  0.009001  0.009333  0.008999  0.009109   \n",
      "\n",
      "           volume                          close_time  quote_volume  \\\n",
      "0     703822652.0 2023-05-24 20:59:59.999000064+08:00  5.079077e+06   \n",
      "1     358083710.0 2023-05-24 21:59:59.999000064+08:00  2.459424e+06   \n",
      "2     309478134.0 2023-05-24 22:59:59.999000064+08:00  2.108350e+06   \n",
      "3     265869194.0 2023-05-24 23:59:59.999000064+08:00  1.831460e+06   \n",
      "4     172077097.0 2023-05-25 00:59:59.999000064+08:00  1.154233e+06   \n",
      "...           ...                                 ...           ...   \n",
      "7078   82132259.0 2024-03-14 18:59:59.999000064+08:00  7.680152e+05   \n",
      "7079  138626246.0 2024-03-14 19:59:59.999000064+08:00  1.285772e+06   \n",
      "7080  144410696.0 2024-03-14 20:59:59.999000064+08:00  1.348747e+06   \n",
      "7081  279471856.0 2024-03-14 21:59:59.999000064+08:00  2.531995e+06   \n",
      "7082  228476161.0 2024-03-14 22:59:59.999000064+08:00  2.099326e+06   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0       27819.0                  339962757.0                  2.452872e+06   \n",
      "1       15775.0                  157024373.0                  1.080563e+06   \n",
      "2       16253.0                  166218373.0                  1.133290e+06   \n",
      "3       13536.0                  123035704.0                  8.485865e+05   \n",
      "4        9226.0                   78561803.0                  5.271505e+05   \n",
      "...         ...                          ...                           ...   \n",
      "7078     8128.0                   37530266.0                  3.510526e+05   \n",
      "7079    12223.0                   69173639.0                  6.418185e+05   \n",
      "7080    14599.0                   66272887.0                  6.190966e+05   \n",
      "7081    20695.0                  118037955.0                  1.068259e+06   \n",
      "7082    22632.0                  114658194.0                  1.053301e+06   \n",
      "\n",
      "       symbol  \n",
      "0     KEYUSDT  \n",
      "1     KEYUSDT  \n",
      "2     KEYUSDT  \n",
      "3     KEYUSDT  \n",
      "4     KEYUSDT  \n",
      "...       ...  \n",
      "7078  KEYUSDT  \n",
      "7079  KEYUSDT  \n",
      "7080  KEYUSDT  \n",
      "7081  KEYUSDT  \n",
      "7082  KEYUSDT  \n",
      "\n",
      "[7083 rows x 12 columns], 'HIGHUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-02-07 10:00:00+08:00  4.4290  4.4430  4.0010  4.3140   997951.3   \n",
      "1    2023-02-07 11:00:00+08:00  4.3150  4.5620  4.2000  4.5030  1540337.4   \n",
      "2    2023-02-07 12:00:00+08:00  4.5040  4.5110  4.2730  4.2990   887176.0   \n",
      "3    2023-02-07 13:00:00+08:00  4.2990  4.4000  4.2010  4.2980   821514.6   \n",
      "4    2023-02-07 14:00:00+08:00  4.2960  4.4000  4.2480  4.3260   859460.4   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9632 2024-03-14 18:00:00+08:00  2.4077  2.4106  2.3611  2.3665   242230.8   \n",
      "9633 2024-03-14 19:00:00+08:00  2.3667  2.3748  2.3295  2.3699   381757.1   \n",
      "9634 2024-03-14 20:00:00+08:00  2.3680  2.3946  2.3476  2.3612   276724.9   \n",
      "9635 2024-03-14 21:00:00+08:00  2.3615  2.3670  2.2400  2.2784   736227.2   \n",
      "9636 2024-03-14 22:00:00+08:00  2.2760  2.3300  2.2731  2.3038   478980.2   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-02-07 10:59:59.999000064+08:00  4.257955e+06    17735.0   \n",
      "1    2023-02-07 11:59:59.999000064+08:00  6.790134e+06    28430.0   \n",
      "2    2023-02-07 12:59:59.999000064+08:00  3.874870e+06    16793.0   \n",
      "3    2023-02-07 13:59:59.999000064+08:00  3.521896e+06    14935.0   \n",
      "4    2023-02-07 14:59:59.999000064+08:00  3.713809e+06    15315.0   \n",
      "...                                  ...           ...        ...   \n",
      "9632 2024-03-14 18:59:59.999000064+08:00  5.779407e+05     7436.0   \n",
      "9633 2024-03-14 19:59:59.999000064+08:00  8.993271e+05     9746.0   \n",
      "9634 2024-03-14 20:59:59.999000064+08:00  6.555117e+05     8733.0   \n",
      "9635 2024-03-14 21:59:59.999000064+08:00  1.689572e+06    16445.0   \n",
      "9636 2024-03-14 22:59:59.999000064+08:00  1.102968e+06    12823.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                        421393.2                  1.801745e+06  HIGHUSDT  \n",
      "1                        687825.9                  3.036105e+06  HIGHUSDT  \n",
      "2                        347204.6                  1.516212e+06  HIGHUSDT  \n",
      "3                        354551.1                  1.522678e+06  HIGHUSDT  \n",
      "4                        394083.2                  1.704539e+06  HIGHUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9632                     107130.0                  2.559066e+05  HIGHUSDT  \n",
      "9633                     175578.7                  4.142158e+05  HIGHUSDT  \n",
      "9634                     142734.0                  3.380694e+05  HIGHUSDT  \n",
      "9635                     299554.7                  6.874245e+05  HIGHUSDT  \n",
      "9636                     230553.2                  5.308332e+05  HIGHUSDT  \n",
      "\n",
      "[9637 rows x 12 columns], 'EOSUSDT':              candle_begin_time   open   high    low  close      volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  1.077  1.084  1.073  1.083   4425281.3   \n",
      "1    2023-01-23 08:00:00+08:00  1.083  1.095  1.075  1.085  11183643.3   \n",
      "2    2023-01-23 09:00:00+08:00  1.086  1.093  1.085  1.086   5359421.9   \n",
      "3    2023-01-23 10:00:00+08:00  1.087  1.092  1.086  1.091   3831384.2   \n",
      "4    2023-01-23 11:00:00+08:00  1.091  1.091  1.078  1.082   5216646.3   \n",
      "...                        ...    ...    ...    ...    ...         ...   \n",
      "9995 2024-03-14 18:00:00+08:00  1.211  1.211  1.189  1.193   5802756.0   \n",
      "9996 2024-03-14 19:00:00+08:00  1.192  1.195  1.169  1.182   9209756.8   \n",
      "9997 2024-03-14 20:00:00+08:00  1.181  1.193  1.171  1.180   6318071.7   \n",
      "9998 2024-03-14 21:00:00+08:00  1.180  1.184  1.123  1.139  20457856.3   \n",
      "9999 2024-03-14 22:00:00+08:00  1.138  1.160  1.134  1.148  17412095.2   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  4.773364e+06     5739.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.215100e+07    11109.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  5.840365e+06     6095.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  4.172022e+06     4561.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  5.655034e+06     5683.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  6.973513e+06    13694.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.086493e+07    19207.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  7.449681e+06    16910.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  2.352298e+07    42379.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  1.997137e+07    33141.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       2243768.6                  2.421039e+06  EOSUSDT  \n",
      "1                       5333253.3                  5.794795e+06  EOSUSDT  \n",
      "2                       2805466.5                  3.057282e+06  EOSUSDT  \n",
      "3                       1882617.6                  2.050090e+06  EOSUSDT  \n",
      "4                       2360661.6                  2.558856e+06  EOSUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                    2801900.6                  3.368660e+06  EOSUSDT  \n",
      "9996                    4770507.4                  5.628112e+06  EOSUSDT  \n",
      "9997                    3174939.1                  3.743171e+06  EOSUSDT  \n",
      "9998                    9226387.7                  1.061885e+07  EOSUSDT  \n",
      "9999                    8746609.8                  1.003410e+07  EOSUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'RDNTUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-04-05 20:00:00+08:00  0.3795  0.3795  0.3538  0.3663   9766704.0   \n",
      "1    2023-04-05 21:00:00+08:00  0.3664  0.3664  0.3570  0.3602   5652639.0   \n",
      "2    2023-04-05 22:00:00+08:00  0.3605  0.3617  0.3520  0.3527   4267797.0   \n",
      "3    2023-04-05 23:00:00+08:00  0.3528  0.3639  0.3453  0.3550   9790292.0   \n",
      "4    2023-04-06 00:00:00+08:00  0.3551  0.3581  0.3488  0.3514   4316606.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "8254 2024-03-14 18:00:00+08:00  0.4003  0.4008  0.3939  0.3984   8612241.0   \n",
      "8255 2024-03-14 19:00:00+08:00  0.3984  0.3989  0.3921  0.3950   6024440.0   \n",
      "8256 2024-03-14 20:00:00+08:00  0.3950  0.3962  0.3906  0.3923   3945178.0   \n",
      "8257 2024-03-14 21:00:00+08:00  0.3924  0.3935  0.3776  0.3841  10906628.0   \n",
      "8258 2024-03-14 22:00:00+08:00  0.3842  0.3908  0.3833  0.3880   7411804.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-04-05 20:59:59.999000064+08:00  3.596716e+06    16902.0   \n",
      "1    2023-04-05 21:59:59.999000064+08:00  2.039974e+06     9723.0   \n",
      "2    2023-04-05 22:59:59.999000064+08:00  1.522571e+06    10549.0   \n",
      "3    2023-04-05 23:59:59.999000064+08:00  3.463301e+06    21201.0   \n",
      "4    2023-04-06 00:59:59.999000064+08:00  1.521120e+06     9713.0   \n",
      "...                                  ...           ...        ...   \n",
      "8254 2024-03-14 18:59:59.999000064+08:00  3.419886e+06    10780.0   \n",
      "8255 2024-03-14 19:59:59.999000064+08:00  2.382808e+06    10087.0   \n",
      "8256 2024-03-14 20:59:59.999000064+08:00  1.550326e+06     7737.0   \n",
      "8257 2024-03-14 21:59:59.999000064+08:00  4.188744e+06    19675.0   \n",
      "8258 2024-03-14 22:59:59.999000064+08:00  2.868966e+06    14791.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                       4490573.0                  1.654394e+06  RDNTUSDT  \n",
      "1                       2599974.0                  9.385583e+05  RDNTUSDT  \n",
      "2                       1844259.0                  6.588017e+05  RDNTUSDT  \n",
      "3                       4431118.0                  1.568639e+06  RDNTUSDT  \n",
      "4                       1882916.0                  6.641835e+05  RDNTUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "8254                    4632602.0                  1.839960e+06  RDNTUSDT  \n",
      "8255                    2528722.0                  9.998886e+05  RDNTUSDT  \n",
      "8256                    1891281.0                  7.431310e+05  RDNTUSDT  \n",
      "8257                    4823249.0                  1.851911e+06  RDNTUSDT  \n",
      "8258                    3749965.0                  1.451678e+06  RDNTUSDT  \n",
      "\n",
      "[8259 rows x 12 columns], 'STORJUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.3631  0.3652  0.3613  0.3642  3248811.0   \n",
      "1    2023-01-23 08:00:00+08:00  0.3641  0.3726  0.3627  0.3672  8929383.0   \n",
      "2    2023-01-23 09:00:00+08:00  0.3670  0.3730  0.3664  0.3701  3895346.0   \n",
      "3    2023-01-23 10:00:00+08:00  0.3703  0.3737  0.3700  0.3711  3136626.0   \n",
      "4    2023-01-23 11:00:00+08:00  0.3711  0.3728  0.3668  0.3689  3687908.0   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.8747  0.8758  0.8574  0.8596  4925539.0   \n",
      "9996 2024-03-14 19:00:00+08:00  0.8597  0.8615  0.8420  0.8527  5026689.0   \n",
      "9997 2024-03-14 20:00:00+08:00  0.8528  0.8581  0.8440  0.8501  3649724.0   \n",
      "9998 2024-03-14 21:00:00+08:00  0.8503  0.8540  0.8119  0.8242  8616299.0   \n",
      "9999 2024-03-14 22:00:00+08:00  0.8242  0.8414  0.8233  0.8339  7022167.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.180555e+06     5397.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  3.293378e+06    13075.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.443549e+06     6229.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.166291e+06     5266.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.362573e+06     5690.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  4.259608e+06    19179.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  4.276471e+06    24543.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  3.100664e+06    18034.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  7.166932e+06    40796.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  5.848283e+06    35106.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume     symbol  \n",
      "0                       1675403.0                  6.089657e+05  STORJUSDT  \n",
      "1                       4340269.0                  1.601026e+06  STORJUSDT  \n",
      "2                       2020728.0                  7.487238e+05  STORJUSDT  \n",
      "3                       1535830.0                  5.710975e+05  STORJUSDT  \n",
      "4                       1810981.0                  6.691391e+05  STORJUSDT  \n",
      "...                           ...                           ...        ...  \n",
      "9995                    2273028.0                  1.964703e+06  STORJUSDT  \n",
      "9996                    2389226.0                  2.032563e+06  STORJUSDT  \n",
      "9997                    1876227.0                  1.594250e+06  STORJUSDT  \n",
      "9998                    3869788.0                  3.219024e+06  STORJUSDT  \n",
      "9999                    3422221.0                  2.850756e+06  STORJUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'XEMUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.0366  0.0370  0.0365  0.0368  13704091.0   \n",
      "1    2023-01-23 08:00:00+08:00  0.0367  0.0374  0.0367  0.0372  23737993.0   \n",
      "2    2023-01-23 09:00:00+08:00  0.0373  0.0380  0.0372  0.0378  21571474.0   \n",
      "3    2023-01-23 10:00:00+08:00  0.0378  0.0381  0.0376  0.0380  13375838.0   \n",
      "4    2023-01-23 11:00:00+08:00  0.0380  0.0380  0.0373  0.0374  11026265.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.0596  0.0597  0.0589  0.0590  15523558.0   \n",
      "9996 2024-03-14 19:00:00+08:00  0.0590  0.0594  0.0579  0.0594  41283018.0   \n",
      "9997 2024-03-14 20:00:00+08:00  0.0593  0.0603  0.0584  0.0589  47813675.0   \n",
      "9998 2024-03-14 21:00:00+08:00  0.0589  0.0591  0.0558  0.0565  93592841.0   \n",
      "9999 2024-03-14 22:00:00+08:00  0.0565  0.0577  0.0564  0.0571  77238634.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  5.045239e+05     2052.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  8.778329e+05     3103.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  8.131443e+05     2722.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  5.061494e+05     1817.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  4.146564e+05     2046.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  9.206006e+05     3398.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  2.418257e+06     6540.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  2.836505e+06     9616.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  5.352711e+06    11427.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  4.399256e+06     9462.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       6584503.0                  2.423504e+05  XEMUSDT  \n",
      "1                      12288954.0                  4.546673e+05  XEMUSDT  \n",
      "2                       9149559.0                  3.444104e+05  XEMUSDT  \n",
      "3                       8950098.0                  3.387138e+05  XEMUSDT  \n",
      "4                       4465283.0                  1.677981e+05  XEMUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                    7038060.0                  4.176762e+05  XEMUSDT  \n",
      "9996                   19016567.0                  1.114829e+06  XEMUSDT  \n",
      "9997                   22598309.0                  1.341129e+06  XEMUSDT  \n",
      "9998                   37552190.0                  2.150212e+06  XEMUSDT  \n",
      "9999                   38816474.0                  2.211852e+06  XEMUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'MATICUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.9887  0.9963  0.9868  0.9942   9598431.0   \n",
      "1    2023-01-23 08:00:00+08:00  0.9943  1.0099  0.9926  1.0052  17726600.0   \n",
      "2    2023-01-23 09:00:00+08:00  1.0052  1.0152  1.0051  1.0069  11981013.0   \n",
      "3    2023-01-23 10:00:00+08:00  1.0070  1.0135  1.0060  1.0102   9961145.0   \n",
      "4    2023-01-23 11:00:00+08:00  1.0103  1.0121  0.9992  0.9996  11616289.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "9995 2024-03-14 18:00:00+08:00  1.2591  1.2610  1.2426  1.2465  16740292.0   \n",
      "9996 2024-03-14 19:00:00+08:00  1.2465  1.2471  1.2257  1.2363  26556339.0   \n",
      "9997 2024-03-14 20:00:00+08:00  1.2364  1.2483  1.2276  1.2353  27203066.0   \n",
      "9998 2024-03-14 21:00:00+08:00  1.2354  1.2377  1.1932  1.2054  49678682.0   \n",
      "9999 2024-03-14 22:00:00+08:00  1.2055  1.2283  1.2038  1.2220  36168077.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  9.521867e+06    16986.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.778930e+07    32351.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.211059e+07    23432.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.005409e+07    17995.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.166769e+07    19620.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  2.096479e+07    35358.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  3.275749e+07    56726.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  3.366034e+07    63518.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  6.021513e+07   113243.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  4.400928e+07    92294.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume     symbol  \n",
      "0                       4676330.0                  4.639029e+06  MATICUSDT  \n",
      "1                       8919259.0                  8.949892e+06  MATICUSDT  \n",
      "2                       6027233.0                  6.093177e+06  MATICUSDT  \n",
      "3                       4963624.0                  5.010629e+06  MATICUSDT  \n",
      "4                       4900297.0                  4.922669e+06  MATICUSDT  \n",
      "...                           ...                           ...        ...  \n",
      "9995                    7820244.0                  9.793705e+06  MATICUSDT  \n",
      "9996                   11909690.0                  1.469030e+07  MATICUSDT  \n",
      "9997                   12046112.0                  1.491032e+07  MATICUSDT  \n",
      "9998                   23176206.0                  2.808904e+07  MATICUSDT  \n",
      "9999                   18091397.0                  2.201386e+07  MATICUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'TOKENUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-11-03 23:00:00+08:00  0.05292  0.05301  0.04512  0.04835   \n",
      "1    2023-11-04 00:00:00+08:00  0.04837  0.04927  0.04012  0.04209   \n",
      "2    2023-11-04 01:00:00+08:00  0.04212  0.04497  0.03965  0.04424   \n",
      "3    2023-11-04 02:00:00+08:00  0.04425  0.04563  0.04090  0.04196   \n",
      "4    2023-11-04 03:00:00+08:00  0.04191  0.04196  0.03720  0.03862   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "3163 2024-03-14 18:00:00+08:00  0.08052  0.08256  0.07779  0.07831   \n",
      "3164 2024-03-14 19:00:00+08:00  0.07831  0.07866  0.07661  0.07789   \n",
      "3165 2024-03-14 20:00:00+08:00  0.07789  0.07826  0.07686  0.07785   \n",
      "3166 2024-03-14 21:00:00+08:00  0.07786  0.07808  0.07143  0.07340   \n",
      "3167 2024-03-14 22:00:00+08:00  0.07340  0.07514  0.07333  0.07398   \n",
      "\n",
      "           volume                          close_time  quote_volume  \\\n",
      "0     230657183.0 2023-11-03 23:59:59.999000064+08:00  1.130274e+07   \n",
      "1     183358365.0 2023-11-04 00:59:59.999000064+08:00  7.969157e+06   \n",
      "2     157365866.0 2023-11-04 01:59:59.999000064+08:00  6.639899e+06   \n",
      "3     103352250.0 2023-11-04 02:59:59.999000064+08:00  4.416039e+06   \n",
      "4     173835694.0 2023-11-04 03:59:59.999000064+08:00  6.760965e+06   \n",
      "...           ...                                 ...           ...   \n",
      "3163   25496006.0 2024-03-14 18:59:59.999000064+08:00  2.033792e+06   \n",
      "3164   19393905.0 2024-03-14 19:59:59.999000064+08:00  1.503429e+06   \n",
      "3165   12467891.0 2024-03-14 20:59:59.999000064+08:00  9.677011e+05   \n",
      "3166   46045477.0 2024-03-14 21:59:59.999000064+08:00  3.415086e+06   \n",
      "3167   23400758.0 2024-03-14 22:59:59.999000064+08:00  1.737502e+06   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0       53432.0                  111409473.0                  5.458945e+06   \n",
      "1       56987.0                   84020740.0                  3.644390e+06   \n",
      "2       41542.0                   73216395.0                  3.092606e+06   \n",
      "3       27299.0                   52544294.0                  2.243363e+06   \n",
      "4       42133.0                   79090137.0                  3.072746e+06   \n",
      "...         ...                          ...                           ...   \n",
      "3163    17847.0                   10734220.0                  8.576529e+05   \n",
      "3164    14276.0                    9419531.0                  7.304844e+05   \n",
      "3165    10949.0                    5882131.0                  4.567844e+05   \n",
      "3166    23357.0                   18478810.0                  1.369369e+06   \n",
      "3167    17976.0                   12229909.0                  9.084565e+05   \n",
      "\n",
      "         symbol  \n",
      "0     TOKENUSDT  \n",
      "1     TOKENUSDT  \n",
      "2     TOKENUSDT  \n",
      "3     TOKENUSDT  \n",
      "4     TOKENUSDT  \n",
      "...         ...  \n",
      "3163  TOKENUSDT  \n",
      "3164  TOKENUSDT  \n",
      "3165  TOKENUSDT  \n",
      "3166  TOKENUSDT  \n",
      "3167  TOKENUSDT  \n",
      "\n",
      "[3168 rows x 12 columns], 'OPUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  2.1805  2.1950  2.1691  2.1833   3515928.3   \n",
      "1    2023-01-23 08:00:00+08:00  2.1828  2.2255  2.1648  2.2023   6124036.6   \n",
      "2    2023-01-23 09:00:00+08:00  2.2023  2.2524  2.1999  2.2144   5046586.2   \n",
      "3    2023-01-23 10:00:00+08:00  2.2145  2.2755  2.2102  2.2618   4065873.0   \n",
      "4    2023-01-23 11:00:00+08:00  2.2616  2.2885  2.2264  2.2383   5513955.7   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "9995 2024-03-14 18:00:00+08:00  4.3226  4.3356  4.2737  4.2895   3257265.5   \n",
      "9996 2024-03-14 19:00:00+08:00  4.2896  4.3014  4.2050  4.2506   5780131.9   \n",
      "9997 2024-03-14 20:00:00+08:00  4.2507  4.2684  4.2001  4.2142   3679440.4   \n",
      "9998 2024-03-14 21:00:00+08:00  4.2144  4.2257  4.0528  4.1191  12155484.7   \n",
      "9999 2024-03-14 22:00:00+08:00  4.1190  4.1865  4.1158  4.1618   6303217.5   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  7.672876e+06    26156.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.345695e+07    43320.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.123609e+07    37952.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  9.101102e+06    34321.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.244622e+07    45682.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  1.402864e+07    42781.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  2.453497e+07    78302.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  1.554315e+07    54752.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  5.022861e+07   151814.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  2.617426e+07    96315.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume  symbol  \n",
      "0                       1836057.2                  4.007247e+06  OPUSDT  \n",
      "1                       3272040.9                  7.194312e+06  OPUSDT  \n",
      "2                       2603179.8                  5.797652e+06  OPUSDT  \n",
      "3                       2233747.5                  5.002519e+06  OPUSDT  \n",
      "4                       2643180.9                  5.967442e+06  OPUSDT  \n",
      "...                           ...                           ...     ...  \n",
      "9995                    1441924.6                  6.214370e+06  OPUSDT  \n",
      "9996                    2791935.3                  1.185419e+07  OPUSDT  \n",
      "9997                    1792561.7                  7.573649e+06  OPUSDT  \n",
      "9998                    5038632.0                  2.083538e+07  OPUSDT  \n",
      "9999                    3303147.8                  1.371886e+07  OPUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'XAIUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2024-01-09 22:00:00+08:00  0.6970  0.7052  0.6200  0.6228  11984013.0   \n",
      "1    2024-01-09 23:00:00+08:00  0.6230  0.6489  0.6150  0.6259  17866548.0   \n",
      "2    2024-01-10 00:00:00+08:00  0.6270  0.6365  0.5986  0.6048  17968329.0   \n",
      "3    2024-01-10 01:00:00+08:00  0.6048  0.6063  0.5350  0.5578  45490238.0   \n",
      "4    2024-01-10 02:00:00+08:00  0.5578  0.5755  0.5369  0.5445  22312525.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "1556 2024-03-14 18:00:00+08:00  1.4090  1.4141  1.3890  1.3944   2394045.0   \n",
      "1557 2024-03-14 19:00:00+08:00  1.3941  1.4022  1.3722  1.3970   3422253.0   \n",
      "1558 2024-03-14 20:00:00+08:00  1.3970  1.4099  1.3860  1.4028   3354083.0   \n",
      "1559 2024-03-14 21:00:00+08:00  1.4031  1.4040  1.3300  1.3602   7084918.0   \n",
      "1560 2024-03-14 22:00:00+08:00  1.3596  1.3834  1.3568  1.3701   4871948.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2024-01-09 22:59:59.999000064+08:00  7.901741e+06    37646.0   \n",
      "1    2024-01-09 23:59:59.999000064+08:00  1.125880e+07    63962.0   \n",
      "2    2024-01-10 00:59:59.999000064+08:00  1.099058e+07    65895.0   \n",
      "3    2024-01-10 01:59:59.999000064+08:00  2.568146e+07   146615.0   \n",
      "4    2024-01-10 02:59:59.999000064+08:00  1.245251e+07    76456.0   \n",
      "...                                  ...           ...        ...   \n",
      "1556 2024-03-14 18:59:59.999000064+08:00  3.358691e+06    18748.0   \n",
      "1557 2024-03-14 19:59:59.999000064+08:00  4.747507e+06    27639.0   \n",
      "1558 2024-03-14 20:59:59.999000064+08:00  4.689099e+06    31926.0   \n",
      "1559 2024-03-14 21:59:59.999000064+08:00  9.655506e+06    55807.0   \n",
      "1560 2024-03-14 22:59:59.999000064+08:00  6.675505e+06    42692.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       6107861.0                  4.028510e+06  XAIUSDT  \n",
      "1                       9163415.0                  5.776706e+06  XAIUSDT  \n",
      "2                       8952624.0                  5.477808e+06  XAIUSDT  \n",
      "3                      22777178.0                  1.284949e+07  XAIUSDT  \n",
      "4                      11362716.0                  6.353170e+06  XAIUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "1556                    1088942.0                  1.528428e+06  XAIUSDT  \n",
      "1557                    1665262.0                  2.311462e+06  XAIUSDT  \n",
      "1558                    1656294.0                  2.315477e+06  XAIUSDT  \n",
      "1559                    2920095.0                  3.984341e+06  XAIUSDT  \n",
      "1560                    2352653.0                  3.224042e+06  XAIUSDT  \n",
      "\n",
      "[1561 rows x 12 columns], 'XRPUSDT':              candle_begin_time    open    high     low   close       volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.3999  0.4011  0.3990  0.4002   34622624.3   \n",
      "1    2023-01-23 08:00:00+08:00  0.4003  0.4038  0.3993  0.4033   58439977.3   \n",
      "2    2023-01-23 09:00:00+08:00  0.4033  0.4125  0.4031  0.4065  151000320.7   \n",
      "3    2023-01-23 10:00:00+08:00  0.4065  0.4100  0.4062  0.4087   42169963.4   \n",
      "4    2023-01-23 11:00:00+08:00  0.4088  0.4100  0.4050  0.4051   50838609.6   \n",
      "...                        ...     ...     ...     ...     ...          ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.7000  0.7011  0.6857  0.6886  159239330.1   \n",
      "9996 2024-03-14 19:00:00+08:00  0.6885  0.6897  0.6776  0.6863  111253483.7   \n",
      "9997 2024-03-14 20:00:00+08:00  0.6864  0.6910  0.6806  0.6866   84089592.7   \n",
      "9998 2024-03-14 21:00:00+08:00  0.6866  0.6883  0.6602  0.6685  248383265.6   \n",
      "9999 2024-03-14 22:00:00+08:00  0.6685  0.6828  0.6664  0.6817  201927736.1   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.385920e+07    15884.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  2.348930e+07    25022.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  6.172979e+07    56460.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.721466e+07    19976.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  2.073326e+07    21930.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  1.104712e+08   115795.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  7.602273e+07   113239.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  5.762647e+07    81248.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  1.669179e+08   196754.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  1.357864e+08   170395.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                      15733366.4                  6.298018e+06  XRPUSDT  \n",
      "1                      28316608.7                  1.138230e+07  XRPUSDT  \n",
      "2                      84703971.0                  3.461947e+07  XRPUSDT  \n",
      "3                      21407467.5                  8.738617e+06  XRPUSDT  \n",
      "4                      24021936.5                  9.797353e+06  XRPUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                   69218664.5                  4.803975e+07  XRPUSDT  \n",
      "9996                   54201049.2                  3.705054e+07  XRPUSDT  \n",
      "9997                   39184423.7                  2.685519e+07  XRPUSDT  \n",
      "9998                  111646300.7                  7.503397e+07  XRPUSDT  \n",
      "9999                  103587904.8                  6.966993e+07  XRPUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'SPELLUSDT':              candle_begin_time      open      high       low     close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.000725  0.000732  0.000723  0.000730   \n",
      "1    2023-01-23 08:00:00+08:00  0.000730  0.000744  0.000729  0.000738   \n",
      "2    2023-01-23 09:00:00+08:00  0.000738  0.000749  0.000738  0.000741   \n",
      "3    2023-01-23 10:00:00+08:00  0.000741  0.000752  0.000741  0.000751   \n",
      "4    2023-01-23 11:00:00+08:00  0.000751  0.000753  0.000743  0.000745   \n",
      "...                        ...       ...       ...       ...       ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.001434  0.001442  0.001412  0.001415   \n",
      "9996 2024-03-14 19:00:00+08:00  0.001415  0.001421  0.001395  0.001418   \n",
      "9997 2024-03-14 20:00:00+08:00  0.001418  0.001426  0.001402  0.001413   \n",
      "9998 2024-03-14 21:00:00+08:00  0.001413  0.001415  0.001351  0.001370   \n",
      "9999 2024-03-14 22:00:00+08:00  0.001370  0.001422  0.001370  0.001404   \n",
      "\n",
      "            volume                          close_time  quote_volume  \\\n",
      "0     2.721255e+08 2023-01-23 07:59:59.999000064+08:00  1.978177e+05   \n",
      "1     5.158485e+08 2023-01-23 08:59:59.999000064+08:00  3.806979e+05   \n",
      "2     2.978676e+08 2023-01-23 09:59:59.999000064+08:00  2.219466e+05   \n",
      "3     2.520692e+08 2023-01-23 10:59:59.999000064+08:00  1.884166e+05   \n",
      "4     3.833028e+08 2023-01-23 11:59:59.999000064+08:00  2.869846e+05   \n",
      "...            ...                                 ...           ...   \n",
      "9995  1.045640e+09 2024-03-14 18:59:59.999000064+08:00  1.492922e+06   \n",
      "9996  1.695842e+09 2024-03-14 19:59:59.999000064+08:00  2.389881e+06   \n",
      "9997  1.071968e+09 2024-03-14 20:59:59.999000064+08:00  1.513428e+06   \n",
      "9998  3.102739e+09 2024-03-14 21:59:59.999000064+08:00  4.277401e+06   \n",
      "9999  4.210707e+09 2024-03-14 22:59:59.999000064+08:00  5.907499e+06   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0        1705.0                 1.539225e+08                  1.118949e+05   \n",
      "1        2993.0                 2.702421e+08                  1.994067e+05   \n",
      "2        1690.0                 1.157586e+08                  8.625731e+04   \n",
      "3        1487.0                 1.364660e+08                  1.020349e+05   \n",
      "4        2001.0                 1.881365e+08                  1.409285e+05   \n",
      "...         ...                          ...                           ...   \n",
      "9995    16037.0                 5.179691e+08                  7.400009e+05   \n",
      "9996    20581.0                 7.291622e+08                  1.028025e+06   \n",
      "9997    16953.0                 5.167027e+08                  7.294717e+05   \n",
      "9998    35444.0                 1.286974e+09                  1.774639e+06   \n",
      "9999    46133.0                 2.131661e+09                  2.990827e+06   \n",
      "\n",
      "         symbol  \n",
      "0     SPELLUSDT  \n",
      "1     SPELLUSDT  \n",
      "2     SPELLUSDT  \n",
      "3     SPELLUSDT  \n",
      "4     SPELLUSDT  \n",
      "...         ...  \n",
      "9995  SPELLUSDT  \n",
      "9996  SPELLUSDT  \n",
      "9997  SPELLUSDT  \n",
      "9998  SPELLUSDT  \n",
      "9999  SPELLUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'RNDRUSDT':              candle_begin_time     open     high      low    close     volume  \\\n",
      "0    2023-02-03 10:00:00+08:00   1.5840   1.7214   1.5472   1.5761  1661234.9   \n",
      "1    2023-02-03 11:00:00+08:00   1.5776   1.5975   1.5299   1.5787  1159724.8   \n",
      "2    2023-02-03 12:00:00+08:00   1.5786   1.6420   1.5711   1.6416  1468289.1   \n",
      "3    2023-02-03 13:00:00+08:00   1.6405   1.6459   1.5819   1.5967  1163203.0   \n",
      "4    2023-02-03 14:00:00+08:00   1.5948   1.6132   1.5472   1.5825  1079446.9   \n",
      "...                        ...      ...      ...      ...      ...        ...   \n",
      "9728 2024-03-14 18:00:00+08:00  11.4016  11.5054  11.2820  11.4131  1198667.5   \n",
      "9729 2024-03-14 19:00:00+08:00  11.4163  11.4710  11.2250  11.2831  1082869.4   \n",
      "9730 2024-03-14 20:00:00+08:00  11.2830  11.3675  11.1118  11.1736   797932.6   \n",
      "9731 2024-03-14 21:00:00+08:00  11.1732  11.2678  10.7631  10.9688  2163216.1   \n",
      "9732 2024-03-14 22:00:00+08:00  10.9691  11.1466  10.9079  11.0280  1357557.8   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-02-03 10:59:59.999000064+08:00  2.645940e+06    10775.0   \n",
      "1    2023-02-03 11:59:59.999000064+08:00  1.814273e+06     7599.0   \n",
      "2    2023-02-03 12:59:59.999000064+08:00  2.360670e+06    11160.0   \n",
      "3    2023-02-03 13:59:59.999000064+08:00  1.878137e+06    10314.0   \n",
      "4    2023-02-03 14:59:59.999000064+08:00  1.701402e+06     8396.0   \n",
      "...                                  ...           ...        ...   \n",
      "9728 2024-03-14 18:59:59.999000064+08:00  1.366428e+07    70720.0   \n",
      "9729 2024-03-14 19:59:59.999000064+08:00  1.228556e+07    68080.0   \n",
      "9730 2024-03-14 20:59:59.999000064+08:00  8.924738e+06    51728.0   \n",
      "9731 2024-03-14 21:59:59.999000064+08:00  2.376582e+07   111384.0   \n",
      "9732 2024-03-14 22:59:59.999000064+08:00  1.498272e+07    80033.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                        751893.6                  1.196975e+06  RNDRUSDT  \n",
      "1                        595189.7                  9.312237e+05  RNDRUSDT  \n",
      "2                        737287.4                  1.186155e+06  RNDRUSDT  \n",
      "3                        466517.9                  7.541674e+05  RNDRUSDT  \n",
      "4                        502951.7                  7.936595e+05  RNDRUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9728                     565109.2                  6.444414e+06  RNDRUSDT  \n",
      "9729                     528906.3                  6.001537e+06  RNDRUSDT  \n",
      "9730                     397932.0                  4.450334e+06  RNDRUSDT  \n",
      "9731                     999101.9                  1.098117e+07  RNDRUSDT  \n",
      "9732                     691059.1                  7.628585e+06  RNDRUSDT  \n",
      "\n",
      "[9733 rows x 12 columns], 'TRUUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-03-07 20:00:00+08:00  0.12730  0.13192  0.12219  0.12468   \n",
      "1    2023-03-07 21:00:00+08:00  0.12475  0.12654  0.12335  0.12414   \n",
      "2    2023-03-07 22:00:00+08:00  0.12402  0.12683  0.12269  0.12348   \n",
      "3    2023-03-07 23:00:00+08:00  0.12334  0.13800  0.11935  0.13332   \n",
      "4    2023-03-08 00:00:00+08:00  0.13326  0.13630  0.12839  0.12973   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "8950 2024-03-14 18:00:00+08:00  0.08604  0.08640  0.08541  0.08582   \n",
      "8951 2024-03-14 19:00:00+08:00  0.08579  0.08601  0.08424  0.08537   \n",
      "8952 2024-03-14 20:00:00+08:00  0.08537  0.08607  0.08371  0.08460   \n",
      "8953 2024-03-14 21:00:00+08:00  0.08460  0.08483  0.08005  0.08128   \n",
      "8954 2024-03-14 22:00:00+08:00  0.08124  0.08318  0.08122  0.08212   \n",
      "\n",
      "           volume                          close_time  quote_volume  \\\n",
      "0      58260822.0 2023-03-07 20:59:59.999000064+08:00  7.406871e+06   \n",
      "1      23107859.0 2023-03-07 21:59:59.999000064+08:00  2.888199e+06   \n",
      "2      20672640.0 2023-03-07 22:59:59.999000064+08:00  2.573034e+06   \n",
      "3     132449197.0 2023-03-07 23:59:59.999000064+08:00  1.732767e+07   \n",
      "4     143330011.0 2023-03-08 00:59:59.999000064+08:00  1.891767e+07   \n",
      "...           ...                                 ...           ...   \n",
      "8950    4239510.0 2024-03-14 18:59:59.999000064+08:00  3.640329e+05   \n",
      "8951    6446814.0 2024-03-14 19:59:59.999000064+08:00  5.474928e+05   \n",
      "8952    5132285.0 2024-03-14 20:59:59.999000064+08:00  4.345527e+05   \n",
      "8953   14753791.0 2024-03-14 21:59:59.999000064+08:00  1.210329e+06   \n",
      "8954    8635541.0 2024-03-14 22:59:59.999000064+08:00  7.096562e+05   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0       37801.0                   27780771.0                  3.531168e+06   \n",
      "1       17131.0                   11032162.0                  1.379156e+06   \n",
      "2       12352.0                   10990532.0                  1.368178e+06   \n",
      "3       72547.0                   67820090.0                  8.868554e+06   \n",
      "4       77135.0                   70581502.0                  9.321962e+06   \n",
      "...         ...                          ...                           ...   \n",
      "8950     5718.0                    2583854.0                  2.219526e+05   \n",
      "8951     7605.0                    2638904.0                  2.241535e+05   \n",
      "8952     6407.0                    2149121.0                  1.822371e+05   \n",
      "8953    15736.0                    6973839.0                  5.722194e+05   \n",
      "8954    10506.0                    4677837.0                  3.844825e+05   \n",
      "\n",
      "       symbol  \n",
      "0     TRUUSDT  \n",
      "1     TRUUSDT  \n",
      "2     TRUUSDT  \n",
      "3     TRUUSDT  \n",
      "4     TRUUSDT  \n",
      "...       ...  \n",
      "8950  TRUUSDT  \n",
      "8951  TRUUSDT  \n",
      "8952  TRUUSDT  \n",
      "8953  TRUUSDT  \n",
      "8954  TRUUSDT  \n",
      "\n",
      "[8955 rows x 12 columns], 'GMTUSDT':              candle_begin_time    open    high     low   close       volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.4989  0.5065  0.4976  0.5030   17263327.0   \n",
      "1    2023-01-23 08:00:00+08:00  0.5029  0.5360  0.5019  0.5274   92302849.0   \n",
      "2    2023-01-23 09:00:00+08:00  0.5275  0.5899  0.5263  0.5868  197047337.0   \n",
      "3    2023-01-23 10:00:00+08:00  0.5867  0.6218  0.5814  0.6131  185329586.0   \n",
      "4    2023-01-23 11:00:00+08:00  0.6130  0.6210  0.5860  0.5873  118188070.0   \n",
      "...                        ...     ...     ...     ...     ...          ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.3714  0.3717  0.3645  0.3656   14446973.0   \n",
      "9996 2024-03-14 19:00:00+08:00  0.3656  0.3668  0.3575  0.3622   26649029.0   \n",
      "9997 2024-03-14 20:00:00+08:00  0.3623  0.3639  0.3565  0.3586   20674035.0   \n",
      "9998 2024-03-14 21:00:00+08:00  0.3587  0.3603  0.3435  0.3487   74413988.0   \n",
      "9999 2024-03-14 22:00:00+08:00  0.3488  0.3564  0.3485  0.3529   46244815.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  8.673921e+06    17630.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  4.817900e+07    89408.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.123062e+08   200134.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.123736e+08   198735.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  7.118223e+07   116170.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  5.315773e+06    19222.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  9.626996e+06    31293.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  7.430047e+06    28554.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  2.611135e+07    74070.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  1.629370e+07    47918.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       9092933.0                  4.569436e+06  GMTUSDT  \n",
      "1                      47422182.0                  2.474517e+07  GMTUSDT  \n",
      "2                     100970931.0                  5.753583e+07  GMTUSDT  \n",
      "3                      92512233.0                  5.609674e+07  GMTUSDT  \n",
      "4                      53814975.0                  3.240248e+07  GMTUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                    6267635.0                  2.306000e+06  GMTUSDT  \n",
      "9996                   11854554.0                  4.283338e+06  GMTUSDT  \n",
      "9997                   10180253.0                  3.659173e+06  GMTUSDT  \n",
      "9998                   32500690.0                  1.140469e+07  GMTUSDT  \n",
      "9999                   22974900.0                  8.096887e+06  GMTUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'TUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-02-01 21:00:00+08:00  0.04840  0.04873  0.04725  0.04779   \n",
      "1    2023-02-01 22:00:00+08:00  0.04778  0.04787  0.04704  0.04732   \n",
      "2    2023-02-01 23:00:00+08:00  0.04731  0.04738  0.04489  0.04551   \n",
      "3    2023-02-02 00:00:00+08:00  0.04551  0.04637  0.04521  0.04591   \n",
      "4    2023-02-02 01:00:00+08:00  0.04591  0.04614  0.04565  0.04577   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "9765 2024-03-14 18:00:00+08:00  0.03882  0.03891  0.03832  0.03843   \n",
      "9766 2024-03-14 19:00:00+08:00  0.03843  0.03847  0.03759  0.03816   \n",
      "9767 2024-03-14 20:00:00+08:00  0.03818  0.03837  0.03774  0.03802   \n",
      "9768 2024-03-14 21:00:00+08:00  0.03802  0.03810  0.03622  0.03698   \n",
      "9769 2024-03-14 22:00:00+08:00  0.03698  0.03780  0.03690  0.03739   \n",
      "\n",
      "          volume                          close_time  quote_volume  trade_num  \\\n",
      "0     59617191.0 2023-02-01 21:59:59.999000064+08:00  2.849234e+06    13454.0   \n",
      "1     18273629.0 2023-02-01 22:59:59.999000064+08:00  8.673608e+05     5204.0   \n",
      "2     47095034.0 2023-02-01 23:59:59.999000064+08:00  2.170738e+06    11633.0   \n",
      "3     24834608.0 2023-02-02 00:59:59.999000064+08:00  1.137712e+06     6696.0   \n",
      "4      7450125.0 2023-02-02 01:59:59.999000064+08:00  3.419756e+05     2212.0   \n",
      "...          ...                                 ...           ...        ...   \n",
      "9765   9537741.0 2024-03-14 18:59:59.999000064+08:00  3.681273e+05     3661.0   \n",
      "9766  24645756.0 2024-03-14 19:59:59.999000064+08:00  9.355699e+05     7943.0   \n",
      "9767  15871832.0 2024-03-14 20:59:59.999000064+08:00  6.036662e+05     5187.0   \n",
      "9768  91425830.0 2024-03-14 21:59:59.999000064+08:00  3.393287e+06    22741.0   \n",
      "9769  58222545.0 2024-03-14 22:59:59.999000064+08:00  2.171122e+06    13967.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume symbol  \n",
      "0                      25894172.0                  1.238067e+06  TUSDT  \n",
      "1                       8905128.0                  4.228608e+05  TUSDT  \n",
      "2                      21692066.0                  9.999217e+05  TUSDT  \n",
      "3                      11868815.0                  5.439489e+05  TUSDT  \n",
      "4                       4044981.0                  1.857709e+05  TUSDT  \n",
      "...                           ...                           ...    ...  \n",
      "9765                    5096848.0                  1.967325e+05  TUSDT  \n",
      "9766                   12532880.0                  4.757130e+05  TUSDT  \n",
      "9767                    7312489.0                  2.782020e+05  TUSDT  \n",
      "9768                   43548391.0                  1.617616e+06  TUSDT  \n",
      "9769                   28527661.0                  1.064648e+06  TUSDT  \n",
      "\n",
      "[9770 rows x 12 columns], 'DUSKUSDT':              candle_begin_time     open     high      low    close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.10805  0.10864  0.10736  0.10814  3521171.0   \n",
      "1    2023-01-23 08:00:00+08:00  0.10820  0.10972  0.10805  0.10906  4465536.0   \n",
      "2    2023-01-23 09:00:00+08:00  0.10906  0.11049  0.10901  0.10938  3321397.0   \n",
      "3    2023-01-23 10:00:00+08:00  0.10941  0.11107  0.10940  0.11070  2474549.0   \n",
      "4    2023-01-23 11:00:00+08:00  0.11072  0.11100  0.10944  0.10972  2668796.0   \n",
      "...                        ...      ...      ...      ...      ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.42045  0.42161  0.41563  0.41698  1170578.0   \n",
      "9996 2024-03-14 19:00:00+08:00  0.41698  0.42342  0.41238  0.42303  2006675.0   \n",
      "9997 2024-03-14 20:00:00+08:00  0.42298  0.42891  0.41458  0.41840  3137582.0   \n",
      "9998 2024-03-14 21:00:00+08:00  0.41841  0.41974  0.40228  0.40718  2912562.0   \n",
      "9999 2024-03-14 22:00:00+08:00  0.40704  0.41751  0.40689  0.41558  1689746.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  3.803064e+05     2371.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  4.864061e+05     3074.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  3.650677e+05     2566.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  2.727520e+05     2099.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  2.942325e+05     2175.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  4.904399e+05     8048.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  8.390101e+05    14468.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  1.326012e+06    18421.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  1.197111e+06    17630.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  6.989269e+05    13377.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                       1925266.0                  207951.12092  DUSKUSDT  \n",
      "1                       2389660.0                  260268.61573  DUSKUSDT  \n",
      "2                       1614898.0                  177485.11849  DUSKUSDT  \n",
      "3                       1165334.0                  128436.64454  DUSKUSDT  \n",
      "4                       1256867.0                  138594.33321  DUSKUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9995                     527858.0                  221130.84579  DUSKUSDT  \n",
      "9996                     939250.0                  392916.29637  DUSKUSDT  \n",
      "9997                    1510275.0                  638943.26201  DUSKUSDT  \n",
      "9998                    1204591.0                  495253.12542  DUSKUSDT  \n",
      "9999                     814266.0                  336811.55788  DUSKUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'SOLUSDT':              candle_begin_time     open     high      low    close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00   24.209   24.331   24.109   24.195  1126453.0   \n",
      "1    2023-01-23 08:00:00+08:00   24.196   24.508   24.060   24.327  2111395.0   \n",
      "2    2023-01-23 09:00:00+08:00   24.326   24.698   24.323   24.458  1395947.0   \n",
      "3    2023-01-23 10:00:00+08:00   24.458   24.868   24.451   24.783  1473850.0   \n",
      "4    2023-01-23 11:00:00+08:00   24.784   24.943   24.510   24.534  1554464.0   \n",
      "...                        ...      ...      ...      ...      ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  172.601  174.199  172.200  173.499  1298350.0   \n",
      "9996 2024-03-14 19:00:00+08:00  173.499  173.888  169.500  173.313  2150085.0   \n",
      "9997 2024-03-14 20:00:00+08:00  173.320  173.663  170.288  172.349  1511838.0   \n",
      "9998 2024-03-14 21:00:00+08:00  172.350  172.967  164.550  166.529  3562512.0   \n",
      "9999 2024-03-14 22:00:00+08:00  166.528  170.537  165.588  168.816  2971931.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  2.729080e+07    50018.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  5.137245e+07    81765.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  3.423441e+07    55630.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  3.640076e+07    61706.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  3.843420e+07    61222.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  2.248526e+08   158258.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  3.689160e+08   230642.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  2.598947e+08   186001.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  5.989513e+08   365410.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  4.999676e+08   328818.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                        566293.0                  1.372073e+07  SOLUSDT  \n",
      "1                       1075263.0                  2.617248e+07  SOLUSDT  \n",
      "2                        686912.0                  1.684782e+07  SOLUSDT  \n",
      "3                        772161.0                  1.906838e+07  SOLUSDT  \n",
      "4                        705798.0                  1.746047e+07  SOLUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                     623005.0                  1.079158e+08  SOLUSDT  \n",
      "9996                    1029742.0                  1.767446e+08  SOLUSDT  \n",
      "9997                     729170.0                  1.253622e+08  SOLUSDT  \n",
      "9998                    1701622.0                  2.861153e+08  SOLUSDT  \n",
      "9999                    1532034.0                  2.577246e+08  SOLUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'BAKEUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.1756  0.1778  0.1750  0.1769   4087775.0   \n",
      "1    2023-01-23 08:00:00+08:00  0.1768  0.1806  0.1763  0.1784   6859447.0   \n",
      "2    2023-01-23 09:00:00+08:00  0.1784  0.1808  0.1780  0.1783   3536592.0   \n",
      "3    2023-01-23 10:00:00+08:00  0.1784  0.1808  0.1783  0.1803   1882150.0   \n",
      "4    2023-01-23 11:00:00+08:00  0.1802  0.1806  0.1775  0.1780   2994670.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.5092  0.5110  0.5046  0.5077   5323851.0   \n",
      "9996 2024-03-14 19:00:00+08:00  0.5078  0.5098  0.4970  0.5046   9227671.0   \n",
      "9997 2024-03-14 20:00:00+08:00  0.5045  0.5078  0.4970  0.5007   7228943.0   \n",
      "9998 2024-03-14 21:00:00+08:00  0.5007  0.5041  0.4755  0.4848  16068494.0   \n",
      "9999 2024-03-14 22:00:00+08:00  0.4848  0.4979  0.4840  0.4896  11915999.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  7.232886e+05     4295.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.225147e+06     6401.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  6.350311e+05     3839.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  3.377378e+05     2526.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  5.358619e+05     3207.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  2.702044e+06    15617.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  4.640426e+06    25491.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  3.625080e+06    23580.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  7.852248e+06    51401.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  5.837737e+06    41004.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                       2415146.0                  4.273413e+05  BAKEUSDT  \n",
      "1                       3388013.0                  6.052078e+05  BAKEUSDT  \n",
      "2                       1950176.0                  3.501544e+05  BAKEUSDT  \n",
      "3                       1025732.0                  1.841004e+05  BAKEUSDT  \n",
      "4                       1448632.0                  2.593181e+05  BAKEUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9995                    2698158.0                  1.369708e+06  BAKEUSDT  \n",
      "9996                    3959709.0                  1.992516e+06  BAKEUSDT  \n",
      "9997                    3481057.0                  1.746102e+06  BAKEUSDT  \n",
      "9998                    6735839.0                  3.293213e+06  BAKEUSDT  \n",
      "9999                    5667647.0                  2.777229e+06  BAKEUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'LPTUSDT':              candle_begin_time    open    high     low   close    volume  \\\n",
      "0    2023-01-23 07:00:00+08:00   6.553   6.611   6.533   6.584   51440.8   \n",
      "1    2023-01-23 08:00:00+08:00   6.578   6.669   6.552   6.592   96524.3   \n",
      "2    2023-01-23 09:00:00+08:00   6.593   6.690   6.592   6.633   76748.6   \n",
      "3    2023-01-23 10:00:00+08:00   6.634   6.729   6.611   6.680   63777.3   \n",
      "4    2023-01-23 11:00:00+08:00   6.681   6.694   6.597   6.618   51507.9   \n",
      "...                        ...     ...     ...     ...     ...       ...   \n",
      "9995 2024-03-14 18:00:00+08:00  21.687  21.964  21.266  21.917  325146.6   \n",
      "9996 2024-03-14 19:00:00+08:00  21.917  21.937  21.320  21.792  284513.6   \n",
      "9997 2024-03-14 20:00:00+08:00  21.790  22.304  21.460  21.709  436093.1   \n",
      "9998 2024-03-14 21:00:00+08:00  21.713  21.754  20.488  20.836  496048.8   \n",
      "9999 2024-03-14 22:00:00+08:00  20.835  21.241  20.826  21.170  321004.3   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  3.378392e+05     3186.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  6.381974e+05     4736.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  5.102592e+05     3730.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  4.254715e+05     3663.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  3.425971e+05     3251.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  7.040469e+06    45597.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  6.157047e+06    43324.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  9.557497e+06    59587.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  1.042007e+07    59084.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  6.760504e+06    44389.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                         27524.7                  1.808084e+05  LPTUSDT  \n",
      "1                         48352.9                  3.197725e+05  LPTUSDT  \n",
      "2                         38825.7                  2.581040e+05  LPTUSDT  \n",
      "3                         28264.0                  1.887055e+05  LPTUSDT  \n",
      "4                         20763.6                  1.381926e+05  LPTUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                     150236.7                  3.255102e+06  LPTUSDT  \n",
      "9996                     130633.3                  2.826875e+06  LPTUSDT  \n",
      "9997                     187571.3                  4.112693e+06  LPTUSDT  \n",
      "9998                     211674.4                  4.448834e+06  LPTUSDT  \n",
      "9999                     168909.6                  3.557989e+06  LPTUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'IDUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-03-23 22:00:00+08:00  0.4286  0.4920  0.4286  0.4789  19370494.0   \n",
      "1    2023-03-23 23:00:00+08:00  0.4789  0.5230  0.4539  0.5043  58593005.0   \n",
      "2    2023-03-24 00:00:00+08:00  0.5043  0.5159  0.4759  0.4907  56363152.0   \n",
      "3    2023-03-24 01:00:00+08:00  0.4906  0.5125  0.4771  0.5039  32665046.0   \n",
      "4    2023-03-24 02:00:00+08:00  0.5039  0.5252  0.4945  0.4997  51850706.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "8564 2024-03-14 18:00:00+08:00  1.4470  1.4817  1.4258  1.4291   8273373.0   \n",
      "8565 2024-03-14 19:00:00+08:00  1.4292  1.5449  1.4292  1.5271  19176017.0   \n",
      "8566 2024-03-14 20:00:00+08:00  1.5277  1.5778  1.5100  1.5384  31259561.0   \n",
      "8567 2024-03-14 21:00:00+08:00  1.5385  1.5880  1.4782  1.5207  31491251.0   \n",
      "8568 2024-03-14 22:00:00+08:00  1.5208  1.6482  1.5133  1.6164  38837630.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-03-23 22:59:59.999000064+08:00  9.326203e+06    42928.0   \n",
      "1    2023-03-23 23:59:59.999000064+08:00  2.864386e+07   119469.0   \n",
      "2    2023-03-24 00:59:59.999000064+08:00  2.812326e+07   123311.0   \n",
      "3    2023-03-24 01:59:59.999000064+08:00  1.629488e+07    78047.0   \n",
      "4    2023-03-24 02:59:59.999000064+08:00  2.659906e+07   110048.0   \n",
      "...                                  ...           ...        ...   \n",
      "8564 2024-03-14 18:59:59.999000064+08:00  1.204143e+07    62546.0   \n",
      "8565 2024-03-14 19:59:59.999000064+08:00  2.854150e+07   118251.0   \n",
      "8566 2024-03-14 20:59:59.999000064+08:00  4.832489e+07   185645.0   \n",
      "8567 2024-03-14 21:59:59.999000064+08:00  4.840240e+07   173150.0   \n",
      "8568 2024-03-14 22:59:59.999000064+08:00  6.195699e+07   190005.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume  symbol  \n",
      "0                       9258091.0                  4.459224e+06  IDUSDT  \n",
      "1                      29259660.0                  1.432649e+07  IDUSDT  \n",
      "2                      27437276.0                  1.370228e+07  IDUSDT  \n",
      "3                      16910295.0                  8.442842e+06  IDUSDT  \n",
      "4                      25976959.0                  1.333140e+07  IDUSDT  \n",
      "...                           ...                           ...     ...  \n",
      "8564                    3880482.0                  5.647773e+06  IDUSDT  \n",
      "8565                    9743587.0                  1.451588e+07  IDUSDT  \n",
      "8566                   14716329.0                  2.275788e+07  IDUSDT  \n",
      "8567                   14694242.0                  2.261124e+07  IDUSDT  \n",
      "8568                   20436462.0                  3.260142e+07  IDUSDT  \n",
      "\n",
      "[8569 rows x 12 columns], 'QTUMUSDT':              candle_begin_time   open   high    low  close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  2.536  2.555  2.527  2.543   181503.3   \n",
      "1    2023-01-23 08:00:00+08:00  2.542  2.586  2.542  2.563   268764.6   \n",
      "2    2023-01-23 09:00:00+08:00  2.562  2.588  2.560  2.563   215710.6   \n",
      "3    2023-01-23 10:00:00+08:00  2.563  2.581  2.557  2.573   169790.9   \n",
      "4    2023-01-23 11:00:00+08:00  2.572  2.580  2.545  2.550   187772.5   \n",
      "...                        ...    ...    ...    ...    ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  5.474  5.478  5.379  5.395   227101.3   \n",
      "9996 2024-03-14 19:00:00+08:00  5.395  5.407  5.280  5.357   457446.4   \n",
      "9997 2024-03-14 20:00:00+08:00  5.357  5.383  5.261  5.308   428903.2   \n",
      "9998 2024-03-14 21:00:00+08:00  5.308  5.321  5.028  5.097  1151987.5   \n",
      "9999 2024-03-14 22:00:00+08:00  5.097  5.184  5.071  5.114   847895.9   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  4.613878e+05     2995.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  6.899255e+05     3829.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  5.558029e+05     3087.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  4.360173e+05     2555.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  4.813037e+05     2360.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  1.233262e+06     8081.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  2.437035e+06    17285.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  2.277002e+06    14225.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  5.925439e+06    34122.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  4.346101e+06    27692.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                         94605.4                  2.404877e+05  QTUMUSDT  \n",
      "1                        126370.6                  3.243863e+05  QTUMUSDT  \n",
      "2                         98275.5                  2.532358e+05  QTUMUSDT  \n",
      "3                         70062.1                  1.799252e+05  QTUMUSDT  \n",
      "4                         95464.9                  2.447300e+05  QTUMUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9995                      95618.9                  5.195689e+05  QTUMUSDT  \n",
      "9996                     228923.0                  1.219570e+06  QTUMUSDT  \n",
      "9997                     195554.9                  1.038710e+06  QTUMUSDT  \n",
      "9998                     570420.6                  2.933977e+06  QTUMUSDT  \n",
      "9999                     379824.6                  1.946664e+06  QTUMUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'AAVEUSDT':              candle_begin_time    open    high     low   close   volume  \\\n",
      "0    2023-01-23 07:00:00+08:00   85.30   85.87   84.88   85.41  32889.5   \n",
      "1    2023-01-23 08:00:00+08:00   85.38   87.09   85.35   87.03  67303.9   \n",
      "2    2023-01-23 09:00:00+08:00   87.04   88.15   86.99   87.14  39459.5   \n",
      "3    2023-01-23 10:00:00+08:00   87.15   88.11   86.89   87.81  35169.1   \n",
      "4    2023-01-23 11:00:00+08:00   87.79   87.89   86.62   86.74  33663.3   \n",
      "...                        ...     ...     ...     ...     ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  142.38  142.84  140.47  140.87  18111.2   \n",
      "9996 2024-03-14 19:00:00+08:00  140.87  141.38  139.03  140.48  31803.1   \n",
      "9997 2024-03-14 20:00:00+08:00  140.47  141.47  139.21  139.77  24127.0   \n",
      "9998 2024-03-14 21:00:00+08:00  139.78  140.60  135.01  136.68  83445.6   \n",
      "9999 2024-03-14 22:00:00+08:00  136.66  139.38  136.53  138.66  53565.9   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  2.807995e+06     8606.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  5.820678e+06    15042.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  3.456259e+06    10649.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  3.078417e+06     8479.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  2.935385e+06     9564.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  2.564337e+06    12086.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  4.452857e+06    18522.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  3.383176e+06    17261.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  1.148667e+07    47308.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  7.398546e+06    34286.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                         14677.7                   1253531.769  AAVEUSDT  \n",
      "1                         35043.5                   3030838.595  AAVEUSDT  \n",
      "2                         17806.1                   1559911.815  AAVEUSDT  \n",
      "3                         16715.0                   1463552.523  AAVEUSDT  \n",
      "4                         16378.0                   1428488.787  AAVEUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9995                       8073.9                   1143077.885  AAVEUSDT  \n",
      "9996                      15707.3                   2199312.805  AAVEUSDT  \n",
      "9997                      12104.9                   1697140.540  AAVEUSDT  \n",
      "9998                      37651.0                   5182144.898  AAVEUSDT  \n",
      "9999                      27564.1                   3807524.513  AAVEUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'PEOPLEUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.02690  0.02717  0.02681  0.02706   \n",
      "1    2023-01-23 08:00:00+08:00  0.02707  0.02815  0.02706  0.02778   \n",
      "2    2023-01-23 09:00:00+08:00  0.02778  0.02834  0.02778  0.02830   \n",
      "3    2023-01-23 10:00:00+08:00  0.02830  0.02832  0.02798  0.02819   \n",
      "4    2023-01-23 11:00:00+08:00  0.02818  0.02823  0.02760  0.02762   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.05239  0.05286  0.05070  0.05088   \n",
      "9996 2024-03-14 19:00:00+08:00  0.05088  0.05095  0.04943  0.05006   \n",
      "9997 2024-03-14 20:00:00+08:00  0.05005  0.05055  0.04959  0.05018   \n",
      "9998 2024-03-14 21:00:00+08:00  0.05018  0.05041  0.04757  0.04845   \n",
      "9999 2024-03-14 22:00:00+08:00  0.04846  0.04956  0.04841  0.04922   \n",
      "\n",
      "           volume                          close_time  quote_volume  \\\n",
      "0      44285944.0 2023-01-23 07:59:59.999000064+08:00  1.195408e+06   \n",
      "1     117747941.0 2023-01-23 08:59:59.999000064+08:00  3.254643e+06   \n",
      "2      79033631.0 2023-01-23 09:59:59.999000064+08:00  2.219261e+06   \n",
      "3      53219377.0 2023-01-23 10:59:59.999000064+08:00  1.496529e+06   \n",
      "4      74332040.0 2023-01-23 11:59:59.999000064+08:00  2.067407e+06   \n",
      "...           ...                                 ...           ...   \n",
      "9995  275630074.0 2024-03-14 18:59:59.999000064+08:00  1.420520e+07   \n",
      "9996  165183945.0 2024-03-14 19:59:59.999000064+08:00  8.273287e+06   \n",
      "9997  107165602.0 2024-03-14 20:59:59.999000064+08:00  5.364785e+06   \n",
      "9998  235170553.0 2024-03-14 21:59:59.999000064+08:00  1.147517e+07   \n",
      "9999  132423894.0 2024-03-14 22:59:59.999000064+08:00  6.488205e+06   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0        5405.0                   24252221.0                  6.547502e+05   \n",
      "1       13641.0                   60068977.0                  1.659162e+06   \n",
      "2        8645.0                   40726513.0                  1.144108e+06   \n",
      "3        6142.0                   22461264.0                  6.317147e+05   \n",
      "4        7808.0                   30017206.0                  8.347472e+05   \n",
      "...         ...                          ...                           ...   \n",
      "9995    69927.0                  131344658.0                  6.771383e+06   \n",
      "9996    47808.0                   68727258.0                  3.443403e+06   \n",
      "9997    32698.0                   52159329.0                  2.611047e+06   \n",
      "9998    74135.0                   99154302.0                  4.839443e+06   \n",
      "9999    48264.0                   68230863.0                  3.342720e+06   \n",
      "\n",
      "          symbol  \n",
      "0     PEOPLEUSDT  \n",
      "1     PEOPLEUSDT  \n",
      "2     PEOPLEUSDT  \n",
      "3     PEOPLEUSDT  \n",
      "4     PEOPLEUSDT  \n",
      "...          ...  \n",
      "9995  PEOPLEUSDT  \n",
      "9996  PEOPLEUSDT  \n",
      "9997  PEOPLEUSDT  \n",
      "9998  PEOPLEUSDT  \n",
      "9999  PEOPLEUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'CHRUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.1489  0.1496  0.1482  0.1491  4252155.0   \n",
      "1    2023-01-23 08:00:00+08:00  0.1492  0.1513  0.1490  0.1509  5766634.0   \n",
      "2    2023-01-23 09:00:00+08:00  0.1508  0.1542  0.1507  0.1519  7361943.0   \n",
      "3    2023-01-23 10:00:00+08:00  0.1520  0.1545  0.1520  0.1544  4472486.0   \n",
      "4    2023-01-23 11:00:00+08:00  0.1544  0.1549  0.1522  0.1523  5647894.0   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.4347  0.4360  0.4300  0.4316  1557675.0   \n",
      "9996 2024-03-14 19:00:00+08:00  0.4316  0.4329  0.4241  0.4311  2588515.0   \n",
      "9997 2024-03-14 20:00:00+08:00  0.4311  0.4334  0.4259  0.4289  2602517.0   \n",
      "9998 2024-03-14 21:00:00+08:00  0.4290  0.4319  0.4108  0.4177  8299815.0   \n",
      "9999 2024-03-14 22:00:00+08:00  0.4176  0.4274  0.4174  0.4233  5790983.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  6.336621e+05     3326.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  8.667444e+05     4325.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.124732e+06     4932.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  6.869842e+05     2998.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  8.668126e+05     3450.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  6.746103e+05     5702.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.109050e+06     8993.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  1.116523e+06     8604.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  3.490481e+06    22116.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  2.445533e+06    17166.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       2195273.0                  3.272902e+05  CHRUSDT  \n",
      "1                       3025574.0                  4.548080e+05  CHRUSDT  \n",
      "2                       4029155.0                  6.151859e+05  CHRUSDT  \n",
      "3                       2531623.0                  3.888608e+05  CHRUSDT  \n",
      "4                       2165626.0                  3.324844e+05  CHRUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                     825770.0                  3.578283e+05  CHRUSDT  \n",
      "9996                    1258971.0                  5.398838e+05  CHRUSDT  \n",
      "9997                    1139970.0                  4.893294e+05  CHRUSDT  \n",
      "9998                    3962670.0                  1.667705e+06  CHRUSDT  \n",
      "9999                    2822616.0                  1.192185e+06  CHRUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'XTZUSDT':              candle_begin_time   open   high    low  close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  1.100  1.113  1.097  1.107  1162932.4   \n",
      "1    2023-01-23 08:00:00+08:00  1.106  1.125  1.106  1.113  1812886.3   \n",
      "2    2023-01-23 09:00:00+08:00  1.112  1.124  1.112  1.114  1258119.3   \n",
      "3    2023-01-23 10:00:00+08:00  1.114  1.124  1.113  1.118   743348.1   \n",
      "4    2023-01-23 11:00:00+08:00  1.118  1.120  1.105  1.107  1054015.1   \n",
      "...                        ...    ...    ...    ...    ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  1.538  1.542  1.517  1.521   761183.7   \n",
      "9996 2024-03-14 19:00:00+08:00  1.521  1.525  1.494  1.515  1478964.0   \n",
      "9997 2024-03-14 20:00:00+08:00  1.514  1.524  1.492  1.505  1572317.7   \n",
      "9998 2024-03-14 21:00:00+08:00  1.506  1.511  1.442  1.461  3218899.8   \n",
      "9999 2024-03-14 22:00:00+08:00  1.460  1.490  1.460  1.476  2324977.5   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.285920e+06     5309.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  2.025112e+06     7829.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.408500e+06     5323.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  8.312406e+05     3514.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.172535e+06     4747.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  1.164830e+06     4919.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  2.228901e+06     8130.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  2.366981e+06     8900.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  4.730690e+06    18222.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  3.425983e+06    13175.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                        618171.3                  6.834972e+05  XTZUSDT  \n",
      "1                        879432.2                  9.822282e+05  XTZUSDT  \n",
      "2                        618498.0                  6.924954e+05  XTZUSDT  \n",
      "3                        376077.4                  4.204839e+05  XTZUSDT  \n",
      "4                        547085.1                  6.086514e+05  XTZUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                     291992.8                  4.471205e+05  XTZUSDT  \n",
      "9996                     749190.6                  1.129333e+06  XTZUSDT  \n",
      "9997                     706228.8                  1.063385e+06  XTZUSDT  \n",
      "9998                    1512287.8                  2.222530e+06  XTZUSDT  \n",
      "9999                    1133203.3                  1.670394e+06  XTZUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'SXPUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.2772  0.2787  0.2764  0.2777  2321731.2   \n",
      "1    2023-01-23 08:00:00+08:00  0.2777  0.2822  0.2776  0.2808  3582773.1   \n",
      "2    2023-01-23 09:00:00+08:00  0.2809  0.2834  0.2808  0.2811  2604415.7   \n",
      "3    2023-01-23 10:00:00+08:00  0.2811  0.2839  0.2806  0.2833  1974854.6   \n",
      "4    2023-01-23 11:00:00+08:00  0.2832  0.2835  0.2800  0.2807  1922916.8   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.5422  0.5429  0.5337  0.5351  1890730.9   \n",
      "9996 2024-03-14 19:00:00+08:00  0.5352  0.5363  0.5260  0.5343  4364247.7   \n",
      "9997 2024-03-14 20:00:00+08:00  0.5342  0.5356  0.5281  0.5308  2575654.0   \n",
      "9998 2024-03-14 21:00:00+08:00  0.5309  0.5328  0.5078  0.5162  9563048.5   \n",
      "9999 2024-03-14 22:00:00+08:00  0.5161  0.5249  0.5152  0.5211  6263211.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  6.445477e+05     3529.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.003492e+06     4775.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  7.351397e+05     3346.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  5.574603e+05     2770.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  5.416303e+05     2906.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  1.016528e+06     6440.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  2.316391e+06    13951.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  1.369212e+06     8978.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  4.956037e+06    27997.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  3.258134e+06    20503.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       1174377.8                  3.259878e+05  SXPUSDT  \n",
      "1                       1790268.2                  5.013982e+05  SXPUSDT  \n",
      "2                       1294527.3                  3.653729e+05  SXPUSDT  \n",
      "3                        986497.8                  2.784702e+05  SXPUSDT  \n",
      "4                        965845.5                  2.720116e+05  SXPUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                     867657.9                  4.667453e+05  SXPUSDT  \n",
      "9996                    2017309.6                  1.070786e+06  SXPUSDT  \n",
      "9997                    1059378.4                  5.630385e+05  SXPUSDT  \n",
      "9998                    4378293.4                  2.268928e+06  SXPUSDT  \n",
      "9999                    3210456.6                  1.670452e+06  SXPUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'GALAUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.04819  0.04894  0.04795  0.04876   \n",
      "1    2023-01-23 08:00:00+08:00  0.04875  0.05072  0.04862  0.05021   \n",
      "2    2023-01-23 09:00:00+08:00  0.05022  0.05308  0.05022  0.05077   \n",
      "3    2023-01-23 10:00:00+08:00  0.05078  0.05183  0.05066  0.05154   \n",
      "4    2023-01-23 11:00:00+08:00  0.05153  0.05186  0.04970  0.04998   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.07089  0.07100  0.06962  0.06995   \n",
      "9996 2024-03-14 19:00:00+08:00  0.06996  0.06999  0.06850  0.06966   \n",
      "9997 2024-03-14 20:00:00+08:00  0.06966  0.07018  0.06896  0.06951   \n",
      "9998 2024-03-14 21:00:00+08:00  0.06951  0.06971  0.06599  0.06711   \n",
      "9999 2024-03-14 22:00:00+08:00  0.06711  0.06848  0.06699  0.06766   \n",
      "\n",
      "            volume                          close_time  quote_volume  \\\n",
      "0     1.886428e+08 2023-01-23 07:59:59.999000064+08:00  9.129103e+06   \n",
      "1     4.611082e+08 2023-01-23 08:59:59.999000064+08:00  2.284727e+07   \n",
      "2     1.005751e+09 2023-01-23 09:59:59.999000064+08:00  5.188049e+07   \n",
      "3     3.435454e+08 2023-01-23 10:59:59.999000064+08:00  1.759476e+07   \n",
      "4     3.742189e+08 2023-01-23 11:59:59.999000064+08:00  1.897703e+07   \n",
      "...            ...                                 ...           ...   \n",
      "9995  2.087232e+08 2024-03-14 18:59:59.999000064+08:00  1.467117e+07   \n",
      "9996  3.679540e+08 2024-03-14 19:59:59.999000064+08:00  2.546630e+07   \n",
      "9997  2.381942e+08 2024-03-14 20:59:59.999000064+08:00  1.655441e+07   \n",
      "9998  6.662454e+08 2024-03-14 21:59:59.999000064+08:00  4.507326e+07   \n",
      "9999  4.677032e+08 2024-03-14 22:59:59.999000064+08:00  3.166967e+07   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0       21188.0                  105034503.0                  5.084927e+06   \n",
      "1       50495.0                  245375379.0                  1.216530e+07   \n",
      "2      117200.0                  496281236.0                  2.560426e+07   \n",
      "3       43502.0                  171841754.0                  8.803094e+06   \n",
      "4       44183.0                  153108664.0                  7.771002e+06   \n",
      "...         ...                          ...                           ...   \n",
      "9995    42930.0                   94995130.0                  6.678395e+06   \n",
      "9996    67286.0                  158068238.0                  1.094393e+07   \n",
      "9997    58048.0                  112161967.0                  7.795485e+06   \n",
      "9998   120080.0                  291568994.0                  1.973287e+07   \n",
      "9999    85149.0                  229197431.0                  1.552764e+07   \n",
      "\n",
      "        symbol  \n",
      "0     GALAUSDT  \n",
      "1     GALAUSDT  \n",
      "2     GALAUSDT  \n",
      "3     GALAUSDT  \n",
      "4     GALAUSDT  \n",
      "...        ...  \n",
      "9995  GALAUSDT  \n",
      "9996  GALAUSDT  \n",
      "9997  GALAUSDT  \n",
      "9998  GALAUSDT  \n",
      "9999  GALAUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'OXTUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-08-11 20:00:00+08:00  0.08990  0.09220  0.07810  0.08028   \n",
      "1    2023-08-11 21:00:00+08:00  0.08020  0.08333  0.07881  0.08280   \n",
      "2    2023-08-11 22:00:00+08:00  0.08283  0.08974  0.08228  0.08724   \n",
      "3    2023-08-11 23:00:00+08:00  0.08723  0.08759  0.08096  0.08248   \n",
      "4    2023-08-12 00:00:00+08:00  0.08249  0.08510  0.08185  0.08308   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "5182 2024-03-14 18:00:00+08:00  0.17082  0.17095  0.16894  0.16936   \n",
      "5183 2024-03-14 19:00:00+08:00  0.16930  0.16944  0.16676  0.16836   \n",
      "5184 2024-03-14 20:00:00+08:00  0.16835  0.16886  0.16543  0.16640   \n",
      "5185 2024-03-14 21:00:00+08:00  0.16636  0.16698  0.16066  0.16227   \n",
      "5186 2024-03-14 22:00:00+08:00  0.16227  0.16558  0.16221  0.16433   \n",
      "\n",
      "           volume                          close_time  quote_volume  \\\n",
      "0     175076657.0 2023-08-11 20:59:59.999000064+08:00  1.463965e+07   \n",
      "1     115343693.0 2023-08-11 21:59:59.999000064+08:00  9.347005e+06   \n",
      "2     199572436.0 2023-08-11 22:59:59.999000064+08:00  1.728347e+07   \n",
      "3     108590313.0 2023-08-11 23:59:59.999000064+08:00  9.126996e+06   \n",
      "4      57008888.0 2023-08-12 00:59:59.999000064+08:00  4.755764e+06   \n",
      "...           ...                                 ...           ...   \n",
      "5182     873046.0 2024-03-14 18:59:59.999000064+08:00  1.484099e+05   \n",
      "5183    2084978.0 2024-03-14 19:59:59.999000064+08:00  3.506465e+05   \n",
      "5184    1842739.0 2024-03-14 20:59:59.999000064+08:00  3.077372e+05   \n",
      "5185    6262978.0 2024-03-14 21:59:59.999000064+08:00  1.024745e+06   \n",
      "5186    3709024.0 2024-03-14 22:59:59.999000064+08:00  6.082219e+05   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0       67251.0                   82633164.0                  6.893260e+06   \n",
      "1       44570.0                   56861719.0                  4.611043e+06   \n",
      "2       76836.0                  103481365.0                  8.957038e+06   \n",
      "3       45754.0                   49149911.0                  4.131572e+06   \n",
      "4       26486.0                   27779906.0                  2.318763e+06   \n",
      "...         ...                          ...                           ...   \n",
      "5182     2266.0                     458352.0                  7.791437e+04   \n",
      "5183     3878.0                    1097782.0                  1.846450e+05   \n",
      "5184     4428.0                     872371.0                  1.456083e+05   \n",
      "5185    12715.0                    2862334.0                  4.686364e+05   \n",
      "5186     8937.0                    2008373.0                  3.292864e+05   \n",
      "\n",
      "       symbol  \n",
      "0     OXTUSDT  \n",
      "1     OXTUSDT  \n",
      "2     OXTUSDT  \n",
      "3     OXTUSDT  \n",
      "4     OXTUSDT  \n",
      "...       ...  \n",
      "5182  OXTUSDT  \n",
      "5183  OXTUSDT  \n",
      "5184  OXTUSDT  \n",
      "5185  OXTUSDT  \n",
      "5186  OXTUSDT  \n",
      "\n",
      "[5187 rows x 12 columns], 'YGGUSDT':              candle_begin_time    open    high     low   close       volume  \\\n",
      "0    2023-08-05 11:00:00+08:00  0.2550  0.2720  0.2550  0.2655   15700359.0   \n",
      "1    2023-08-05 12:00:00+08:00  0.2654  0.2654  0.2549  0.2603   22533798.0   \n",
      "2    2023-08-05 13:00:00+08:00  0.2602  0.2710  0.2591  0.2706   48978149.0   \n",
      "3    2023-08-05 14:00:00+08:00  0.2706  0.2988  0.2662  0.2845  102105869.0   \n",
      "4    2023-08-05 15:00:00+08:00  0.2845  0.2970  0.2820  0.2923  160613150.0   \n",
      "...                        ...     ...     ...     ...     ...          ...   \n",
      "5335 2024-03-14 18:00:00+08:00  0.9184  0.9220  0.9066  0.9113    2815536.0   \n",
      "5336 2024-03-14 19:00:00+08:00  0.9117  0.9167  0.8971  0.9157    5195959.0   \n",
      "5337 2024-03-14 20:00:00+08:00  0.9158  0.9212  0.9031  0.9092    3546057.0   \n",
      "5338 2024-03-14 21:00:00+08:00  0.9093  0.9124  0.8647  0.8809   11200379.0   \n",
      "5339 2024-03-14 22:00:00+08:00  0.8807  0.8981  0.8804  0.8916    5592373.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-08-05 11:59:59.999000064+08:00  4.191774e+06    13656.0   \n",
      "1    2023-08-05 12:59:59.999000064+08:00  5.868653e+06    21232.0   \n",
      "2    2023-08-05 13:59:59.999000064+08:00  1.305975e+07    46174.0   \n",
      "3    2023-08-05 14:59:59.999000064+08:00  2.841190e+07   101190.0   \n",
      "4    2023-08-05 15:59:59.999000064+08:00  4.677820e+07   161814.0   \n",
      "...                                  ...           ...        ...   \n",
      "5335 2024-03-14 18:59:59.999000064+08:00  2.570420e+06    18048.0   \n",
      "5336 2024-03-14 19:59:59.999000064+08:00  4.704712e+06    31106.0   \n",
      "5337 2024-03-14 20:59:59.999000064+08:00  3.228122e+06    23845.0   \n",
      "5338 2024-03-14 21:59:59.999000064+08:00  9.920176e+06    56465.0   \n",
      "5339 2024-03-14 22:59:59.999000064+08:00  4.977255e+06    32814.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       7728273.0                  2.062660e+06  YGGUSDT  \n",
      "1                      12229890.0                  3.183844e+06  YGGUSDT  \n",
      "2                      27233570.0                  7.262768e+06  YGGUSDT  \n",
      "3                      55824037.0                  1.554139e+07  YGGUSDT  \n",
      "4                      80956659.0                  2.359215e+07  YGGUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "5335                    1561967.0                  1.426388e+06  YGGUSDT  \n",
      "5336                    2549939.0                  2.309921e+06  YGGUSDT  \n",
      "5337                    1681617.0                  1.531253e+06  YGGUSDT  \n",
      "5338                    4686547.0                  4.150782e+06  YGGUSDT  \n",
      "5339                    2959617.0                  2.634558e+06  YGGUSDT  \n",
      "\n",
      "[5340 rows x 12 columns], 'RENUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.07964  0.07997  0.07915  0.07959   \n",
      "1    2023-01-23 08:00:00+08:00  0.07959  0.08105  0.07958  0.08056   \n",
      "2    2023-01-23 09:00:00+08:00  0.08059  0.08214  0.08057  0.08158   \n",
      "3    2023-01-23 10:00:00+08:00  0.08160  0.08214  0.08108  0.08198   \n",
      "4    2023-01-23 11:00:00+08:00  0.08198  0.08215  0.08095  0.08108   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.11065  0.11314  0.11014  0.11140   \n",
      "9996 2024-03-14 19:00:00+08:00  0.11140  0.11191  0.10936  0.11116   \n",
      "9997 2024-03-14 20:00:00+08:00  0.11117  0.11143  0.10855  0.10946   \n",
      "9998 2024-03-14 21:00:00+08:00  0.10945  0.10992  0.10450  0.10700   \n",
      "9999 2024-03-14 22:00:00+08:00  0.10701  0.11165  0.10701  0.11012   \n",
      "\n",
      "          volume                          close_time  quote_volume  trade_num  \\\n",
      "0      6761726.0 2023-01-23 07:59:59.999000064+08:00  5.380414e+05     3995.0   \n",
      "1     11919357.0 2023-01-23 08:59:59.999000064+08:00  9.588938e+05     6637.0   \n",
      "2      8145892.0 2023-01-23 09:59:59.999000064+08:00  6.636247e+05     4766.0   \n",
      "3      7376528.0 2023-01-23 10:59:59.999000064+08:00  6.018895e+05     3853.0   \n",
      "4      5728087.0 2023-01-23 11:59:59.999000064+08:00  4.667225e+05     3560.0   \n",
      "...          ...                                 ...           ...        ...   \n",
      "9995  12675518.0 2024-03-14 18:59:59.999000064+08:00  1.414927e+06    12786.0   \n",
      "9996   7351782.0 2024-03-14 19:59:59.999000064+08:00  8.136351e+05    10141.0   \n",
      "9997  11919133.0 2024-03-14 20:59:59.999000064+08:00  1.310239e+06    12779.0   \n",
      "9998  18040675.0 2024-03-14 21:59:59.999000064+08:00  1.930500e+06    21101.0   \n",
      "9999  28087291.0 2024-03-14 22:59:59.999000064+08:00  3.091047e+06    31426.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       3400920.0                  2.706419e+05  RENUSDT  \n",
      "1                       6266074.0                  5.041604e+05  RENUSDT  \n",
      "2                       3778021.0                  3.076378e+05  RENUSDT  \n",
      "3                       3333792.0                  2.721500e+05  RENUSDT  \n",
      "4                       2439927.0                  1.989880e+05  RENUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                    6510290.0                  7.268460e+05  RENUSDT  \n",
      "9996                    3430126.0                  3.800807e+05  RENUSDT  \n",
      "9997                    4562669.0                  5.013508e+05  RENUSDT  \n",
      "9998                    9067320.0                  9.711316e+05  RENUSDT  \n",
      "9999                   13320278.0                  1.464294e+06  RENUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'ATAUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.1216  0.1221  0.1212  0.1215   3754271.0   \n",
      "1    2023-01-23 08:00:00+08:00  0.1215  0.1239  0.1215  0.1230   6259046.0   \n",
      "2    2023-01-23 09:00:00+08:00  0.1230  0.1252  0.1229  0.1241   3290584.0   \n",
      "3    2023-01-23 10:00:00+08:00  0.1241  0.1256  0.1240  0.1252   2226539.0   \n",
      "4    2023-01-23 11:00:00+08:00  0.1252  0.1256  0.1237  0.1240   3314436.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.1838  0.1844  0.1818  0.1823   4814751.0   \n",
      "9996 2024-03-14 19:00:00+08:00  0.1824  0.1828  0.1789  0.1827   7439168.0   \n",
      "9997 2024-03-14 20:00:00+08:00  0.1827  0.1844  0.1791  0.1809   6854012.0   \n",
      "9998 2024-03-14 21:00:00+08:00  0.1809  0.1815  0.1726  0.1760  15230910.0   \n",
      "9999 2024-03-14 22:00:00+08:00  0.1759  0.1813  0.1759  0.1796  14364340.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  4.570010e+05     2536.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  7.685713e+05     3997.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  4.090468e+05     3019.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  2.777287e+05     1999.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  4.133678e+05     2542.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  8.821412e+05     5792.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.344670e+06     8802.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  1.246578e+06     8764.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  2.692120e+06    17054.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  2.569111e+06    14712.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       1760596.0                  2.143640e+05  ATAUSDT  \n",
      "1                       3243874.0                  3.979998e+05  ATAUSDT  \n",
      "2                       1546716.0                  1.922901e+05  ATAUSDT  \n",
      "3                       1098232.0                  1.370315e+05  ATAUSDT  \n",
      "4                       1383052.0                  1.725495e+05  ATAUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                    2389618.0                  4.379198e+05  ATAUSDT  \n",
      "9996                    3343375.0                  6.048378e+05  ATAUSDT  \n",
      "9997                    3459929.0                  6.294382e+05  ATAUSDT  \n",
      "9998                    6691394.0                  1.182670e+06  ATAUSDT  \n",
      "9999                    7436835.0                  1.330141e+06  ATAUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'SANDUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.7975  0.8124  0.7962  0.8083  15011928.0   \n",
      "1    2023-01-23 08:00:00+08:00  0.8082  0.8193  0.8045  0.8112  21493784.0   \n",
      "2    2023-01-23 09:00:00+08:00  0.8112  0.8358  0.8112  0.8172  27759348.0   \n",
      "3    2023-01-23 10:00:00+08:00  0.8172  0.8269  0.8161  0.8203  14062559.0   \n",
      "4    2023-01-23 11:00:00+08:00  0.8203  0.8234  0.8086  0.8100  16101638.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.7636  0.7675  0.7576  0.7605  14302099.0   \n",
      "9996 2024-03-14 19:00:00+08:00  0.7604  0.7623  0.7457  0.7540  16786195.0   \n",
      "9997 2024-03-14 20:00:00+08:00  0.7539  0.7598  0.7454  0.7498  10339969.0   \n",
      "9998 2024-03-14 21:00:00+08:00  0.7499  0.7522  0.7156  0.7245  29526254.0   \n",
      "9999 2024-03-14 22:00:00+08:00  0.7245  0.7408  0.7240  0.7342  22909846.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.208816e+07    29197.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.745854e+07    42657.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  2.290166e+07    51275.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.155045e+07    27231.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.313075e+07    28024.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  1.090262e+07    26284.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.263017e+07    30148.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  7.764872e+06    24506.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  2.159140e+07    68017.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  1.676634e+07    50920.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                       7762987.0                  6.251968e+06  SANDUSDT  \n",
      "1                      10077379.0                  8.187728e+06  SANDUSDT  \n",
      "2                      13790677.0                  1.138396e+07  SANDUSDT  \n",
      "3                       6701349.0                  5.505540e+06  SANDUSDT  \n",
      "4                       7227816.0                  5.895086e+06  SANDUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9995                    6901084.0                  5.262337e+06  SANDUSDT  \n",
      "9996                    7736315.0                  5.819932e+06  SANDUSDT  \n",
      "9997                    5202840.0                  3.907173e+06  SANDUSDT  \n",
      "9998                   14103688.0                  1.031736e+07  SANDUSDT  \n",
      "9999                   12111432.0                  8.863321e+06  SANDUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'CELRUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.01438  0.01447  0.01434  0.01435   \n",
      "1    2023-01-23 08:00:00+08:00  0.01435  0.01459  0.01435  0.01447   \n",
      "2    2023-01-23 09:00:00+08:00  0.01447  0.01466  0.01446  0.01452   \n",
      "3    2023-01-23 10:00:00+08:00  0.01453  0.01470  0.01452  0.01468   \n",
      "4    2023-01-23 11:00:00+08:00  0.01468  0.01475  0.01452  0.01452   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.03858  0.03870  0.03807  0.03832   \n",
      "9996 2024-03-14 19:00:00+08:00  0.03832  0.03854  0.03768  0.03796   \n",
      "9997 2024-03-14 20:00:00+08:00  0.03797  0.03832  0.03754  0.03781   \n",
      "9998 2024-03-14 21:00:00+08:00  0.03781  0.03791  0.03607  0.03665   \n",
      "9999 2024-03-14 22:00:00+08:00  0.03665  0.03791  0.03665  0.03744   \n",
      "\n",
      "          volume                          close_time  quote_volume  trade_num  \\\n",
      "0     32712102.0 2023-01-23 07:59:59.999000064+08:00  4.713495e+05     3193.0   \n",
      "1     50658796.0 2023-01-23 08:59:59.999000064+08:00  7.336199e+05     4263.0   \n",
      "2     24484954.0 2023-01-23 09:59:59.999000064+08:00  3.571255e+05     2579.0   \n",
      "3     20980766.0 2023-01-23 10:59:59.999000064+08:00  3.065327e+05     1993.0   \n",
      "4     33311188.0 2023-01-23 11:59:59.999000064+08:00  4.875305e+05     3081.0   \n",
      "...          ...                                 ...           ...        ...   \n",
      "9995  22644903.0 2024-03-14 18:59:59.999000064+08:00  8.683345e+05     7426.0   \n",
      "9996  20393517.0 2024-03-14 19:59:59.999000064+08:00  7.751928e+05     8328.0   \n",
      "9997  17917032.0 2024-03-14 20:59:59.999000064+08:00  6.779864e+05     7308.0   \n",
      "9998  59901313.0 2024-03-14 21:59:59.999000064+08:00  2.208756e+06    20480.0   \n",
      "9999  44142818.0 2024-03-14 22:59:59.999000064+08:00  1.648014e+06    17878.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                      14582737.0                  210147.75096  CELRUSDT  \n",
      "1                      24974143.0                  361633.40303  CELRUSDT  \n",
      "2                      13035544.0                  190140.95261  CELRUSDT  \n",
      "3                      11349029.0                  165786.56397  CELRUSDT  \n",
      "4                      16136590.0                  236482.57224  CELRUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9995                   10145075.0                  389039.56453  CELRUSDT  \n",
      "9996                    8116897.0                  308544.06243  CELRUSDT  \n",
      "9997                    7597653.0                  287467.90662  CELRUSDT  \n",
      "9998                   26529998.0                  978250.36732  CELRUSDT  \n",
      "9999                   22508207.0                  840564.95892  CELRUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'BSVUSDT':              candle_begin_time    open    high     low   close    volume  \\\n",
      "0    2023-10-20 20:00:00+08:00   52.79   54.02   50.84   52.68  321196.0   \n",
      "1    2023-10-20 21:00:00+08:00   52.68   54.48   52.63   53.91  177717.3   \n",
      "2    2023-10-20 22:00:00+08:00   53.88   54.21   52.30   52.75  111384.3   \n",
      "3    2023-10-20 23:00:00+08:00   52.82   53.87   52.04   53.48   85014.8   \n",
      "4    2023-10-21 00:00:00+08:00   53.53   54.26   52.80   53.41   86341.3   \n",
      "...                        ...     ...     ...     ...     ...       ...   \n",
      "3502 2024-03-14 18:00:00+08:00  117.01  117.37  113.39  113.82   25281.5   \n",
      "3503 2024-03-14 19:00:00+08:00  113.82  114.06  111.47  113.09   25790.6   \n",
      "3504 2024-03-14 20:00:00+08:00  113.10  113.52  111.89  113.13   19768.7   \n",
      "3505 2024-03-14 21:00:00+08:00  113.09  114.02  104.82  106.67  130801.5   \n",
      "3506 2024-03-14 22:00:00+08:00  106.66  107.99  103.52  104.47  100537.1   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-10-20 20:59:59.999000064+08:00  1.690789e+07    40562.0   \n",
      "1    2023-10-20 21:59:59.999000064+08:00  9.519916e+06    29613.0   \n",
      "2    2023-10-20 22:59:59.999000064+08:00  5.908639e+06    22192.0   \n",
      "3    2023-10-20 23:59:59.999000064+08:00  4.498830e+06    17756.0   \n",
      "4    2023-10-21 00:59:59.999000064+08:00  4.627309e+06    18809.0   \n",
      "...                                  ...           ...        ...   \n",
      "3502 2024-03-14 18:59:59.999000064+08:00  2.919512e+06    13601.0   \n",
      "3503 2024-03-14 19:59:59.999000064+08:00  2.904129e+06    14997.0   \n",
      "3504 2024-03-14 20:59:59.999000064+08:00  2.227001e+06    12008.0   \n",
      "3505 2024-03-14 21:59:59.999000064+08:00  1.421019e+07    52736.0   \n",
      "3506 2024-03-14 22:59:59.999000064+08:00  1.064526e+07    45601.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                        148501.6                   7816912.923  BSVUSDT  \n",
      "1                         85891.2                   4601094.127  BSVUSDT  \n",
      "2                         50989.5                   2706171.606  BSVUSDT  \n",
      "3                         40002.2                   2118390.401  BSVUSDT  \n",
      "4                         44093.6                   2364599.997  BSVUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "3502                       9681.5                   1118425.262  BSVUSDT  \n",
      "3503                      13094.6                   1474555.306  BSVUSDT  \n",
      "3504                       9409.3                   1060100.836  BSVUSDT  \n",
      "3505                      59503.8                   6465887.960  BSVUSDT  \n",
      "3506                      51167.6                   5419103.317  BSVUSDT  \n",
      "\n",
      "[3507 rows x 12 columns], 'WAVESUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  2.2590  2.2812  2.2539  2.2745   792747.1   \n",
      "1    2023-01-23 08:00:00+08:00  2.2741  2.3100  2.2738  2.2887  1710140.8   \n",
      "2    2023-01-23 09:00:00+08:00  2.2893  2.3462  2.2892  2.3129  1573973.7   \n",
      "3    2023-01-23 10:00:00+08:00  2.3136  2.3527  2.3114  2.3454   846364.3   \n",
      "4    2023-01-23 11:00:00+08:00  2.3455  2.3524  2.3173  2.3244  1046735.2   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  4.6989  4.7000  4.6141  4.6324  1942333.0   \n",
      "9996 2024-03-14 19:00:00+08:00  4.6318  4.6418  4.5272  4.5950  3708431.9   \n",
      "9997 2024-03-14 20:00:00+08:00  4.5950  4.6172  4.4673  4.5122  3336358.9   \n",
      "9998 2024-03-14 21:00:00+08:00  4.5123  4.5263  4.2800  4.3542  7431052.6   \n",
      "9999 2024-03-14 22:00:00+08:00  4.3540  4.4304  4.3215  4.3541  4143140.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.798279e+06     8430.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  3.923503e+06    14376.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  3.660298e+06    12969.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.971966e+06     7873.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  2.441989e+06     8978.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  9.039269e+06    44520.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.699592e+07    76511.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  1.510782e+07    68091.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  3.271549e+07   134542.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  1.811366e+07    84447.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume     symbol  \n",
      "0                        382852.4                  8.686360e+05  WAVESUSDT  \n",
      "1                        839058.2                  1.925020e+06  WAVESUSDT  \n",
      "2                        737834.0                  1.716178e+06  WAVESUSDT  \n",
      "3                        425856.2                  9.924311e+05  WAVESUSDT  \n",
      "4                        486499.9                  1.135079e+06  WAVESUSDT  \n",
      "...                           ...                           ...        ...  \n",
      "9995                     949288.8                  4.418106e+06  WAVESUSDT  \n",
      "9996                    1703524.9                  7.810948e+06  WAVESUSDT  \n",
      "9997                    1515577.2                  6.866677e+06  WAVESUSDT  \n",
      "9998                    3408473.6                  1.501604e+07  WAVESUSDT  \n",
      "9999                    2274613.8                  9.949841e+06  WAVESUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'DASHUSDT':              candle_begin_time   open   high    low  close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  51.36  51.65  51.23  51.45  16154.570   \n",
      "1    2023-01-23 08:00:00+08:00  51.45  52.42  51.35  52.05  43980.385   \n",
      "2    2023-01-23 09:00:00+08:00  52.06  52.91  52.06  52.33  30072.817   \n",
      "3    2023-01-23 10:00:00+08:00  52.33  52.62  52.22  52.49  14675.601   \n",
      "4    2023-01-23 11:00:00+08:00  52.50  52.61  52.08  52.32  14149.373   \n",
      "...                        ...    ...    ...    ...    ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  42.43  42.50  41.70  41.87  21020.227   \n",
      "9996 2024-03-14 19:00:00+08:00  41.87  41.91  41.03  41.70  34396.337   \n",
      "9997 2024-03-14 20:00:00+08:00  41.69  41.81  41.09  41.30  25054.742   \n",
      "9998 2024-03-14 21:00:00+08:00  41.31  41.40  39.73  40.30  66568.993   \n",
      "9999 2024-03-14 22:00:00+08:00  40.31  40.99  40.12  40.50  51222.531   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  8.308474e+05     3669.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  2.283814e+06     7466.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.581763e+06     6226.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  7.691225e+05     3925.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  7.409877e+05     3902.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  8.852158e+05     7036.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.426322e+06    11126.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  1.037443e+06     8645.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  2.693563e+06    24239.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  2.076800e+06    16811.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                        7717.849                  3.970740e+05  DASHUSDT  \n",
      "1                       22143.232                  1.150038e+06  DASHUSDT  \n",
      "2                       15470.051                  8.138742e+05  DASHUSDT  \n",
      "3                        6141.756                  3.219517e+05  DASHUSDT  \n",
      "4                        7702.711                  4.034183e+05  DASHUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9995                     9028.634                  3.801770e+05  DASHUSDT  \n",
      "9996                    15627.721                  6.484204e+05  DASHUSDT  \n",
      "9997                    11629.291                  4.819264e+05  DASHUSDT  \n",
      "9998                    31038.429                  1.256514e+06  DASHUSDT  \n",
      "9999                    25617.271                  1.038966e+06  DASHUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'MAVUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-06-29 20:00:00+08:00  0.4910  0.5061  0.4628  0.4730  20289546.0   \n",
      "1    2023-06-29 21:00:00+08:00  0.4731  0.4746  0.4323  0.4423  23792329.0   \n",
      "2    2023-06-29 22:00:00+08:00  0.4424  0.4600  0.4422  0.4485  17368028.0   \n",
      "3    2023-06-29 23:00:00+08:00  0.4482  0.4708  0.4462  0.4595  11644088.0   \n",
      "4    2023-06-30 00:00:00+08:00  0.4595  0.4655  0.4393  0.4535  13206825.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "6214 2024-03-14 18:00:00+08:00  0.6789  0.6802  0.6642  0.6682   1526263.0   \n",
      "6215 2024-03-14 19:00:00+08:00  0.6681  0.6699  0.6571  0.6638   2399557.0   \n",
      "6216 2024-03-14 20:00:00+08:00  0.6640  0.6673  0.6550  0.6608   1668626.0   \n",
      "6217 2024-03-14 21:00:00+08:00  0.6608  0.6626  0.6239  0.6345   7735893.0   \n",
      "6218 2024-03-14 22:00:00+08:00  0.6347  0.6598  0.6342  0.6478   8371712.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-06-29 20:59:59.999000064+08:00  9.791630e+06    53910.0   \n",
      "1    2023-06-29 21:59:59.999000064+08:00  1.061146e+07    49135.0   \n",
      "2    2023-06-29 22:59:59.999000064+08:00  7.836968e+06    32188.0   \n",
      "3    2023-06-29 23:59:59.999000064+08:00  5.351614e+06    26271.0   \n",
      "4    2023-06-30 00:59:59.999000064+08:00  5.929876e+06    29305.0   \n",
      "...                                  ...           ...        ...   \n",
      "6214 2024-03-14 18:59:59.999000064+08:00  1.023821e+06     7846.0   \n",
      "6215 2024-03-14 19:59:59.999000064+08:00  1.589206e+06    11832.0   \n",
      "6216 2024-03-14 20:59:59.999000064+08:00  1.101250e+06     9549.0   \n",
      "6217 2024-03-14 21:59:59.999000064+08:00  4.952296e+06    31921.0   \n",
      "6218 2024-03-14 22:59:59.999000064+08:00  5.421103e+06    28058.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                      10046496.0                  4.851945e+06  MAVUSDT  \n",
      "1                      11948750.0                  5.323214e+06  MAVUSDT  \n",
      "2                       9246377.0                  4.172068e+06  MAVUSDT  \n",
      "3                       6354751.0                  2.920712e+06  MAVUSDT  \n",
      "4                       6598364.0                  2.961482e+06  MAVUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "6214                     597934.0                  4.009481e+05  MAVUSDT  \n",
      "6215                    1212956.0                  8.033989e+05  MAVUSDT  \n",
      "6216                     866374.0                  5.717448e+05  MAVUSDT  \n",
      "6217                    2993069.0                  1.913629e+06  MAVUSDT  \n",
      "6218                    4539982.0                  2.941288e+06  MAVUSDT  \n",
      "\n",
      "[6219 rows x 12 columns], 'RUNEUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00   1.755   1.763   1.747   1.759   480816.0   \n",
      "1    2023-01-23 08:00:00+08:00   1.758   1.786   1.758   1.777   888550.0   \n",
      "2    2023-01-23 09:00:00+08:00   1.777   1.797   1.774   1.775   559794.0   \n",
      "3    2023-01-23 10:00:00+08:00   1.776   1.784   1.771   1.779   524833.0   \n",
      "4    2023-01-23 11:00:00+08:00   1.778   1.784   1.757   1.760   616556.0   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  10.601  10.627  10.530  10.600   664141.0   \n",
      "9996 2024-03-14 19:00:00+08:00  10.599  10.701  10.461  10.699  1120157.0   \n",
      "9997 2024-03-14 20:00:00+08:00  10.700  10.764  10.514  10.572   994617.0   \n",
      "9998 2024-03-14 21:00:00+08:00  10.572  10.610  10.063  10.193  2026619.0   \n",
      "9999 2024-03-14 22:00:00+08:00  10.190  10.428  10.138  10.242  1752900.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  8.438080e+05     3297.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.576231e+06     6645.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.000248e+06     4114.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  9.325971e+05     3531.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.090543e+06     3324.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  7.030327e+06    24067.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.187174e+07    36100.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  1.056172e+07    37194.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  2.086867e+07    72294.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  1.801401e+07    61572.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                        249788.0                    438447.670  RUNEUSDT  \n",
      "1                        464417.0                    823629.998  RUNEUSDT  \n",
      "2                        275991.0                    493225.662  RUNEUSDT  \n",
      "3                        211216.0                    375366.514  RUNEUSDT  \n",
      "4                        294259.0                    520285.191  RUNEUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9995                     313653.0                   3321060.462  RUNEUSDT  \n",
      "9996                     535503.0                   5678742.162  RUNEUSDT  \n",
      "9997                     464949.0                   4938399.805  RUNEUSDT  \n",
      "9998                     804770.0                   8290904.744  RUNEUSDT  \n",
      "9999                     885943.0                   9111872.037  RUNEUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'BLUEBIRDUSDT':              candle_begin_time    open    high     low   close   volume  \\\n",
      "0    2023-01-23 07:00:00+08:00   8.193   8.231   8.182   8.211   9467.8   \n",
      "1    2023-01-23 08:00:00+08:00   8.214   8.323   8.207   8.262  18736.2   \n",
      "2    2023-01-23 09:00:00+08:00   8.262   8.326   8.262   8.275  20835.1   \n",
      "3    2023-01-23 10:00:00+08:00   8.275   8.395   8.275   8.385  15338.9   \n",
      "4    2023-01-23 11:00:00+08:00   8.385   8.397   8.268   8.273  15369.5   \n",
      "...                        ...     ...     ...     ...     ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  17.043  17.121  16.904  16.953   7552.3   \n",
      "9996 2024-03-14 19:00:00+08:00  16.956  17.001  16.711  16.849  10788.0   \n",
      "9997 2024-03-14 20:00:00+08:00  16.860  16.932  16.727  16.900  11474.3   \n",
      "9998 2024-03-14 21:00:00+08:00  16.900  16.974  16.268  16.490  18910.0   \n",
      "9999 2024-03-14 22:00:00+08:00  16.485  16.798  16.441  16.553  13653.8   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00    77681.3935     1182.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00   154648.2311     1785.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00   172928.2071     1874.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00   127839.6382     1564.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00   128100.1619     1681.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00   128501.4600     2587.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00   181606.0355     2927.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00   193322.1170     3961.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00   313913.8449     8222.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00   226478.9564     6665.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume        symbol  \n",
      "0                          4776.4                    39191.8001  BLUEBIRDUSDT  \n",
      "1                         10094.9                    83308.1066  BLUEBIRDUSDT  \n",
      "2                          9732.3                    80777.6547  BLUEBIRDUSDT  \n",
      "3                          8266.4                    68899.1450  BLUEBIRDUSDT  \n",
      "4                          8177.3                    68163.1787  BLUEBIRDUSDT  \n",
      "...                           ...                           ...           ...  \n",
      "9995                       3847.5                    65461.4027  BLUEBIRDUSDT  \n",
      "9996                       5001.5                    84256.6060  BLUEBIRDUSDT  \n",
      "9997                       5177.9                    87277.2564  BLUEBIRDUSDT  \n",
      "9998                       9256.1                   153612.2543  BLUEBIRDUSDT  \n",
      "9999                       6738.4                   111790.7727  BLUEBIRDUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'LQTYUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-03-10 20:00:00+08:00  1.7300  1.7300  1.6370  1.6715  2769230.3   \n",
      "1    2023-03-10 21:00:00+08:00  1.6716  1.7614  1.6301  1.7465  3436950.2   \n",
      "2    2023-03-10 22:00:00+08:00  1.7464  1.7740  1.6921  1.7225  5175121.8   \n",
      "3    2023-03-10 23:00:00+08:00  1.7225  1.7446  1.6650  1.6943  2915699.8   \n",
      "4    2023-03-11 00:00:00+08:00  1.6944  1.7760  1.6812  1.7642  3426657.8   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "8878 2024-03-14 18:00:00+08:00  1.9015  1.9027  1.8708  1.8756   296343.9   \n",
      "8879 2024-03-14 19:00:00+08:00  1.8756  1.8819  1.8445  1.8819   369225.5   \n",
      "8880 2024-03-14 20:00:00+08:00  1.8813  1.8945  1.8415  1.8489   392603.4   \n",
      "8881 2024-03-14 21:00:00+08:00  1.8486  1.8500  1.7265  1.7454  1677063.5   \n",
      "8882 2024-03-14 22:00:00+08:00  1.7451  1.7843  1.7431  1.7578  1236889.6   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-03-10 20:59:59.999000064+08:00  4.627542e+06    16912.0   \n",
      "1    2023-03-10 21:59:59.999000064+08:00  5.832248e+06    24593.0   \n",
      "2    2023-03-10 22:59:59.999000064+08:00  8.967000e+06    44928.0   \n",
      "3    2023-03-10 23:59:59.999000064+08:00  4.973940e+06    26421.0   \n",
      "4    2023-03-11 00:59:59.999000064+08:00  5.971339e+06    31496.0   \n",
      "...                                  ...           ...        ...   \n",
      "8878 2024-03-14 18:59:59.999000064+08:00  5.594244e+05     8832.0   \n",
      "8879 2024-03-14 19:59:59.999000064+08:00  6.896282e+05    10183.0   \n",
      "8880 2024-03-14 20:59:59.999000064+08:00  7.329568e+05    11697.0   \n",
      "8881 2024-03-14 21:59:59.999000064+08:00  2.988102e+06    30057.0   \n",
      "8882 2024-03-14 22:59:59.999000064+08:00  2.180624e+06    26612.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                       1445079.5                  2.416171e+06  LQTYUSDT  \n",
      "1                       1725404.2                  2.930320e+06  LQTYUSDT  \n",
      "2                       2512023.5                  4.354461e+06  LQTYUSDT  \n",
      "3                       1376946.1                  2.350197e+06  LQTYUSDT  \n",
      "4                       1817810.6                  3.168677e+06  LQTYUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "8878                     125015.6                  2.358975e+05  LQTYUSDT  \n",
      "8879                     173448.6                  3.240589e+05  LQTYUSDT  \n",
      "8880                     173008.5                  3.232656e+05  LQTYUSDT  \n",
      "8881                     741794.2                  1.319197e+06  LQTYUSDT  \n",
      "8882                     673604.6                  1.188048e+06  LQTYUSDT  \n",
      "\n",
      "[8883 rows x 12 columns], 'DOGEUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.08815  0.08860  0.08790  0.08828   \n",
      "1    2023-01-23 08:00:00+08:00  0.08828  0.08981  0.08791  0.08877   \n",
      "2    2023-01-23 09:00:00+08:00  0.08878  0.08999  0.08878  0.08925   \n",
      "3    2023-01-23 10:00:00+08:00  0.08926  0.09127  0.08926  0.09112   \n",
      "4    2023-01-23 11:00:00+08:00  0.09112  0.09164  0.08975  0.08977   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.18585  0.18731  0.18300  0.18371   \n",
      "9996 2024-03-14 19:00:00+08:00  0.18371  0.18450  0.17919  0.18321   \n",
      "9997 2024-03-14 20:00:00+08:00  0.18320  0.18661  0.18154  0.18613   \n",
      "9998 2024-03-14 21:00:00+08:00  0.18612  0.18964  0.17530  0.17875   \n",
      "9999 2024-03-14 22:00:00+08:00  0.17875  0.18298  0.17527  0.17756   \n",
      "\n",
      "            volume                          close_time  quote_volume  \\\n",
      "0     3.713724e+08 2023-01-23 07:59:59.999000064+08:00  3.277600e+07   \n",
      "1     5.502947e+08 2023-01-23 08:59:59.999000064+08:00  4.885474e+07   \n",
      "2     3.416580e+08 2023-01-23 09:59:59.999000064+08:00  3.055846e+07   \n",
      "3     4.154476e+08 2023-01-23 10:59:59.999000064+08:00  3.753700e+07   \n",
      "4     4.413407e+08 2023-01-23 11:59:59.999000064+08:00  3.996975e+07   \n",
      "...            ...                                 ...           ...   \n",
      "9995  5.411764e+08 2024-03-14 18:59:59.999000064+08:00  1.002506e+08   \n",
      "9996  1.018350e+09 2024-03-14 19:59:59.999000064+08:00  1.847104e+08   \n",
      "9997  7.824393e+08 2024-03-14 20:59:59.999000064+08:00  1.441317e+08   \n",
      "9998  2.315052e+09 2024-03-14 21:59:59.999000064+08:00  4.232839e+08   \n",
      "9999  1.178797e+09 2024-03-14 22:59:59.999000064+08:00  2.111170e+08   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0       27277.0                 1.967783e+08                  1.736838e+07   \n",
      "1       42922.0                 2.661217e+08                  2.362957e+07   \n",
      "2       27476.0                 1.837026e+08                  1.643316e+07   \n",
      "3       37514.0                 2.144089e+08                  1.937145e+07   \n",
      "4       42528.0                 2.090802e+08                  1.893757e+07   \n",
      "...         ...                          ...                           ...   \n",
      "9995   211655.0                 2.673158e+08                  4.954397e+07   \n",
      "9996   324186.0                 4.783644e+08                  8.680882e+07   \n",
      "9997   279697.0                 3.819429e+08                  7.038520e+07   \n",
      "9998   785597.0                 1.063164e+09                  1.944501e+08   \n",
      "9999   433446.0                 5.723462e+08                  1.025870e+08   \n",
      "\n",
      "        symbol  \n",
      "0     DOGEUSDT  \n",
      "1     DOGEUSDT  \n",
      "2     DOGEUSDT  \n",
      "3     DOGEUSDT  \n",
      "4     DOGEUSDT  \n",
      "...        ...  \n",
      "9995  DOGEUSDT  \n",
      "9996  DOGEUSDT  \n",
      "9997  DOGEUSDT  \n",
      "9998  DOGEUSDT  \n",
      "9999  DOGEUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'ICXUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.1953  0.1960  0.1948  0.1953  1157258.0   \n",
      "1    2023-01-23 08:00:00+08:00  0.1953  0.1982  0.1952  0.1970  2835177.0   \n",
      "2    2023-01-23 09:00:00+08:00  0.1970  0.1999  0.1970  0.1976  1875238.0   \n",
      "3    2023-01-23 10:00:00+08:00  0.1977  0.1998  0.1977  0.1993  1788565.0   \n",
      "4    2023-01-23 11:00:00+08:00  0.1993  0.2016  0.1978  0.1978  3399722.0   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.3760  0.3774  0.3706  0.3711  3023611.0   \n",
      "9996 2024-03-14 19:00:00+08:00  0.3712  0.3716  0.3622  0.3659  4632366.0   \n",
      "9997 2024-03-14 20:00:00+08:00  0.3659  0.3678  0.3601  0.3613  4198380.0   \n",
      "9998 2024-03-14 21:00:00+08:00  0.3614  0.3631  0.3441  0.3503  9659951.0   \n",
      "9999 2024-03-14 22:00:00+08:00  0.3502  0.3599  0.3501  0.3591  7411052.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  2.262566e+05     1647.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  5.584799e+05     3197.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  3.724803e+05     2323.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  3.551007e+05     2054.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  6.791721e+05     2995.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  1.130857e+06     8036.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.692919e+06    12643.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  1.523910e+06    12254.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  3.406664e+06    23202.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  2.635427e+06    17892.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                        561134.0                  1.097199e+05  ICXUSDT  \n",
      "1                       1404175.0                  2.766191e+05  ICXUSDT  \n",
      "2                        936648.0                  1.860492e+05  ICXUSDT  \n",
      "3                        869477.0                  1.726343e+05  ICXUSDT  \n",
      "4                       1743066.0                  3.480696e+05  ICXUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                    1105184.0                  4.134956e+05  ICXUSDT  \n",
      "9996                    2031167.0                  7.417248e+05  ICXUSDT  \n",
      "9997                    2181091.0                  7.917222e+05  ICXUSDT  \n",
      "9998                    4802956.0                  1.696876e+06  ICXUSDT  \n",
      "9999                    3747416.0                  1.332848e+06  ICXUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'STXUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-02-21 22:00:00+08:00  0.6480  0.6480  0.6120  0.6191   3203414.0   \n",
      "1    2023-02-21 23:00:00+08:00  0.6191  0.6214  0.5962  0.6082   4800847.0   \n",
      "2    2023-02-22 00:00:00+08:00  0.6087  0.6207  0.5993  0.6200   2217712.0   \n",
      "3    2023-02-22 01:00:00+08:00  0.6206  0.6543  0.6122  0.6533   3374358.0   \n",
      "4    2023-02-22 02:00:00+08:00  0.6535  0.6971  0.6287  0.6473  11714634.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "9284 2024-03-14 18:00:00+08:00  3.0085  3.0132  2.9809  2.9941   1014633.0   \n",
      "9285 2024-03-14 19:00:00+08:00  2.9941  2.9951  2.9470  2.9702   1885761.0   \n",
      "9286 2024-03-14 20:00:00+08:00  2.9705  2.9870  2.9274  2.9600   2023721.0   \n",
      "9287 2024-03-14 21:00:00+08:00  2.9602  2.9668  2.8364  2.8755   4314822.0   \n",
      "9288 2024-03-14 22:00:00+08:00  2.8752  2.9297  2.8619  2.9074   3632740.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-02-21 22:59:59.999000064+08:00  1.992689e+06     8214.0   \n",
      "1    2023-02-21 23:59:59.999000064+08:00  2.931976e+06    15687.0   \n",
      "2    2023-02-22 00:59:59.999000064+08:00  1.355928e+06     9459.0   \n",
      "3    2023-02-22 01:59:59.999000064+08:00  2.134911e+06    12133.0   \n",
      "4    2023-02-22 02:59:59.999000064+08:00  7.768329e+06    43006.0   \n",
      "...                                  ...           ...        ...   \n",
      "9284 2024-03-14 18:59:59.999000064+08:00  3.042307e+06    15661.0   \n",
      "9285 2024-03-14 19:59:59.999000064+08:00  5.593247e+06    27731.0   \n",
      "9286 2024-03-14 20:59:59.999000064+08:00  5.987325e+06    24393.0   \n",
      "9287 2024-03-14 21:59:59.999000064+08:00  1.248235e+07    58551.0   \n",
      "9288 2024-03-14 22:59:59.999000064+08:00  1.053193e+07    43123.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       1469924.0                  9.146941e+05  STXUSDT  \n",
      "1                       2241963.0                  1.370001e+06  STXUSDT  \n",
      "2                       1063651.0                  6.504622e+05  STXUSDT  \n",
      "3                       1557673.0                  9.874646e+05  STXUSDT  \n",
      "4                       5524828.0                  3.669602e+06  STXUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9284                     531939.0                  1.595088e+06  STXUSDT  \n",
      "9285                     948245.0                  2.811915e+06  STXUSDT  \n",
      "9286                     960206.0                  2.844107e+06  STXUSDT  \n",
      "9287                    2000137.0                  5.787703e+06  STXUSDT  \n",
      "9288                    1968844.0                  5.709434e+06  STXUSDT  \n",
      "\n",
      "[9289 rows x 12 columns], 'GASUSDT':              candle_begin_time   open   high    low  close     volume  \\\n",
      "0    2023-10-25 10:00:00+08:00  3.250  3.293  3.043  3.135  1081677.1   \n",
      "1    2023-10-25 11:00:00+08:00  3.135  3.198  3.082  3.140  1420458.9   \n",
      "2    2023-10-25 12:00:00+08:00  3.139  3.163  2.957  3.052  1774803.5   \n",
      "3    2023-10-25 13:00:00+08:00  3.048  3.118  3.000  3.012   906100.1   \n",
      "4    2023-10-25 14:00:00+08:00  3.016  3.114  2.964  3.069  1406133.5   \n",
      "...                        ...    ...    ...    ...    ...        ...   \n",
      "3392 2024-03-14 18:00:00+08:00  8.017  8.017  7.831  7.876   521187.2   \n",
      "3393 2024-03-14 19:00:00+08:00  7.876  7.898  7.730  7.873   685731.1   \n",
      "3394 2024-03-14 20:00:00+08:00  7.873  7.900  7.769  7.851   536178.8   \n",
      "3395 2024-03-14 21:00:00+08:00  7.852  7.869  7.375  7.516  1560565.9   \n",
      "3396 2024-03-14 22:00:00+08:00  7.514  7.684  7.508  7.591   837408.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-10-25 10:59:59.999000064+08:00  3.401235e+06    12688.0   \n",
      "1    2023-10-25 11:59:59.999000064+08:00  4.444115e+06    17844.0   \n",
      "2    2023-10-25 12:59:59.999000064+08:00  5.410188e+06    20852.0   \n",
      "3    2023-10-25 13:59:59.999000064+08:00  2.771289e+06    10804.0   \n",
      "4    2023-10-25 14:59:59.999000064+08:00  4.290485e+06    18820.0   \n",
      "...                                  ...           ...        ...   \n",
      "3392 2024-03-14 18:59:59.999000064+08:00  4.125142e+06    22394.0   \n",
      "3393 2024-03-14 19:59:59.999000064+08:00  5.364246e+06    27405.0   \n",
      "3394 2024-03-14 20:59:59.999000064+08:00  4.204617e+06    21313.0   \n",
      "3395 2024-03-14 21:59:59.999000064+08:00  1.187480e+07    55454.0   \n",
      "3396 2024-03-14 22:59:59.999000064+08:00  6.363909e+06    36293.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                        463438.7                  1.456113e+06  GASUSDT  \n",
      "1                        618568.4                  1.936056e+06  GASUSDT  \n",
      "2                        722952.4                  2.202372e+06  GASUSDT  \n",
      "3                        416845.7                  1.275854e+06  GASUSDT  \n",
      "4                        623151.2                  1.903181e+06  GASUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "3392                     232200.4                  1.838386e+06  GASUSDT  \n",
      "3393                     321676.3                  2.518100e+06  GASUSDT  \n",
      "3394                     257608.4                  2.020620e+06  GASUSDT  \n",
      "3395                     629724.9                  4.793608e+06  GASUSDT  \n",
      "3396                     444662.0                  3.380509e+06  GASUSDT  \n",
      "\n",
      "[3397 rows x 12 columns], 'PERPUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-03-06 20:00:00+08:00  1.0829  1.0840  1.0380  1.0500  2123079.9   \n",
      "1    2023-03-06 21:00:00+08:00  1.0500  1.0615  1.0447  1.0481   660302.6   \n",
      "2    2023-03-06 22:00:00+08:00  1.0481  1.0555  1.0422  1.0468   526882.9   \n",
      "3    2023-03-06 23:00:00+08:00  1.0470  1.0506  1.0355  1.0458   500575.8   \n",
      "4    2023-03-07 00:00:00+08:00  1.0457  1.1099  1.0451  1.0860  3707629.9   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "8974 2024-03-14 18:00:00+08:00  1.7415  1.7444  1.7056  1.7114   381092.9   \n",
      "8975 2024-03-14 19:00:00+08:00  1.7112  1.7138  1.6735  1.6936   861858.5   \n",
      "8976 2024-03-14 20:00:00+08:00  1.6940  1.7064  1.6614  1.6779   709169.4   \n",
      "8977 2024-03-14 21:00:00+08:00  1.6778  1.6833  1.6061  1.6335  1459325.6   \n",
      "8978 2024-03-14 22:00:00+08:00  1.6333  1.6680  1.6315  1.6468  1079997.6   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-03-06 20:59:59.999000064+08:00  2.241896e+06    12915.0   \n",
      "1    2023-03-06 21:59:59.999000064+08:00  6.941865e+05     4316.0   \n",
      "2    2023-03-06 22:59:59.999000064+08:00  5.525510e+05     4279.0   \n",
      "3    2023-03-06 23:59:59.999000064+08:00  5.217198e+05     3967.0   \n",
      "4    2023-03-07 00:59:59.999000064+08:00  4.038198e+06    27508.0   \n",
      "...                                  ...           ...        ...   \n",
      "8974 2024-03-14 18:59:59.999000064+08:00  6.579506e+05     7720.0   \n",
      "8975 2024-03-14 19:59:59.999000064+08:00  1.456153e+06    15198.0   \n",
      "8976 2024-03-14 20:59:59.999000064+08:00  1.192785e+06    12686.0   \n",
      "8977 2024-03-14 21:59:59.999000064+08:00  2.396922e+06    22288.0   \n",
      "8978 2024-03-14 22:59:59.999000064+08:00  1.780182e+06    17595.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                        957502.6                  1.011441e+06  PERPUSDT  \n",
      "1                        309338.7                  3.252399e+05  PERPUSDT  \n",
      "2                        220468.7                  2.314249e+05  PERPUSDT  \n",
      "3                        217015.6                  2.263258e+05  PERPUSDT  \n",
      "4                       1800661.5                  1.961680e+06  PERPUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "8974                     180578.5                  3.117559e+05  PERPUSDT  \n",
      "8975                     358976.7                  6.061493e+05  PERPUSDT  \n",
      "8976                     314740.5                  5.296727e+05  PERPUSDT  \n",
      "8977                     661960.4                  1.086783e+06  PERPUSDT  \n",
      "8978                     522652.4                  8.617340e+05  PERPUSDT  \n",
      "\n",
      "[8979 rows x 12 columns], 'ARKUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-09-19 22:00:00+08:00  0.5701  0.7000  0.5701  0.6516  38531200.0   \n",
      "1    2023-09-19 23:00:00+08:00  0.6519  0.6630  0.6141  0.6159  41487346.0   \n",
      "2    2023-09-20 00:00:00+08:00  0.6153  0.6375  0.5885  0.6027  39923573.0   \n",
      "3    2023-09-20 01:00:00+08:00  0.6028  0.6040  0.5342  0.5708  51631087.0   \n",
      "4    2023-09-20 02:00:00+08:00  0.5704  0.6080  0.5663  0.5939  30365498.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "4244 2024-03-14 18:00:00+08:00  1.2552  1.2607  1.2443  1.2476    705755.0   \n",
      "4245 2024-03-14 19:00:00+08:00  1.2478  1.2537  1.2271  1.2440   1512017.0   \n",
      "4246 2024-03-14 20:00:00+08:00  1.2438  1.2509  1.2276  1.2361    892410.0   \n",
      "4247 2024-03-14 21:00:00+08:00  1.2366  1.2464  1.1633  1.1847   4607457.0   \n",
      "4248 2024-03-14 22:00:00+08:00  1.1850  1.2152  1.1838  1.2008   2519306.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-09-19 22:59:59.999000064+08:00  2.426006e+07    71963.0   \n",
      "1    2023-09-19 23:59:59.999000064+08:00  2.656167e+07   107372.0   \n",
      "2    2023-09-20 00:59:59.999000064+08:00  2.432229e+07    94218.0   \n",
      "3    2023-09-20 01:59:59.999000064+08:00  2.926327e+07   122763.0   \n",
      "4    2023-09-20 02:59:59.999000064+08:00  1.790382e+07    73516.0   \n",
      "...                                  ...           ...        ...   \n",
      "4244 2024-03-14 18:59:59.999000064+08:00  8.845340e+05    10097.0   \n",
      "4245 2024-03-14 19:59:59.999000064+08:00  1.879134e+06    18693.0   \n",
      "4246 2024-03-14 20:59:59.999000064+08:00  1.104191e+06    12910.0   \n",
      "4247 2024-03-14 21:59:59.999000064+08:00  5.525626e+06    39237.0   \n",
      "4248 2024-03-14 22:59:59.999000064+08:00  3.022754e+06    26613.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                      17817955.0                  1.122994e+07  ARKUSDT  \n",
      "1                      19531712.0                  1.250784e+07  ARKUSDT  \n",
      "2                      19885474.0                  1.211596e+07  ARKUSDT  \n",
      "3                      25582499.0                  1.450500e+07  ARKUSDT  \n",
      "4                      16441445.0                  9.691926e+06  ARKUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "4244                     365822.0                  4.586814e+05  ARKUSDT  \n",
      "4245                     650079.0                  8.081142e+05  ARKUSDT  \n",
      "4246                     417561.0                  5.167532e+05  ARKUSDT  \n",
      "4247                    1872833.0                  2.244857e+06  ARKUSDT  \n",
      "4248                    1251705.0                  1.502495e+06  ARKUSDT  \n",
      "\n",
      "[4249 rows x 12 columns], 'POWRUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-10-27 10:00:00+08:00  0.2412  0.2480  0.2348  0.2444  11760607.0   \n",
      "1    2023-10-27 11:00:00+08:00  0.2444  0.2456  0.2371  0.2402   7973788.0   \n",
      "2    2023-10-27 12:00:00+08:00  0.2402  0.2423  0.2352  0.2380   4469378.0   \n",
      "3    2023-10-27 13:00:00+08:00  0.2377  0.2383  0.2301  0.2372   6573626.0   \n",
      "4    2023-10-27 14:00:00+08:00  0.2372  0.2400  0.2345  0.2381   5678771.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "3344 2024-03-14 18:00:00+08:00  0.4583  0.4594  0.4545  0.4552   2631370.0   \n",
      "3345 2024-03-14 19:00:00+08:00  0.4552  0.4563  0.4476  0.4532   6499800.0   \n",
      "3346 2024-03-14 20:00:00+08:00  0.4532  0.4563  0.4448  0.4467   7205638.0   \n",
      "3347 2024-03-14 21:00:00+08:00  0.4466  0.4484  0.4256  0.4337  20140857.0   \n",
      "3348 2024-03-14 22:00:00+08:00  0.4337  0.4456  0.4333  0.4397  14297774.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-10-27 10:59:59.999000064+08:00  2.854324e+06    13508.0   \n",
      "1    2023-10-27 11:59:59.999000064+08:00  1.927489e+06     9826.0   \n",
      "2    2023-10-27 12:59:59.999000064+08:00  1.068517e+06     6917.0   \n",
      "3    2023-10-27 13:59:59.999000064+08:00  1.542387e+06    10047.0   \n",
      "4    2023-10-27 14:59:59.999000064+08:00  1.349173e+06     6843.0   \n",
      "...                                  ...           ...        ...   \n",
      "3344 2024-03-14 18:59:59.999000064+08:00  1.202698e+06     6640.0   \n",
      "3345 2024-03-14 19:59:59.999000064+08:00  2.937512e+06    14214.0   \n",
      "3346 2024-03-14 20:59:59.999000064+08:00  3.240833e+06    14465.0   \n",
      "3347 2024-03-14 21:59:59.999000064+08:00  8.786025e+06    38631.0   \n",
      "3348 2024-03-14 22:59:59.999000064+08:00  6.284669e+06    31391.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                       5369789.0                  1.302766e+06  POWRUSDT  \n",
      "1                       3502642.0                  8.470824e+05  POWRUSDT  \n",
      "2                       2011637.0                  4.812204e+05  POWRUSDT  \n",
      "3                       2955603.0                  6.941142e+05  POWRUSDT  \n",
      "4                       2451334.0                  5.833154e+05  POWRUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "3344                    1460677.0                  6.676332e+05  POWRUSDT  \n",
      "3345                    2560662.0                  1.158142e+06  POWRUSDT  \n",
      "3346                    3052848.0                  1.373327e+06  POWRUSDT  \n",
      "3347                    8738037.0                  3.812336e+06  POWRUSDT  \n",
      "3348                    6852356.0                  3.011892e+06  POWRUSDT  \n",
      "\n",
      "[3349 rows x 12 columns], 'XVSUSDT':              candle_begin_time    open    high     low   close    volume  \\\n",
      "0    2023-04-13 10:00:00+08:00   6.882   7.391   6.882   7.270  151398.4   \n",
      "1    2023-04-13 11:00:00+08:00   7.264   7.265   7.073   7.144  166110.4   \n",
      "2    2023-04-13 12:00:00+08:00   7.147   7.161   6.930   6.949  114305.9   \n",
      "3    2023-04-13 13:00:00+08:00   6.945   6.945   6.677   6.728  191981.0   \n",
      "4    2023-04-13 14:00:00+08:00   6.730   6.874   6.704   6.760  161791.4   \n",
      "...                        ...     ...     ...     ...     ...       ...   \n",
      "8072 2024-03-14 18:00:00+08:00  16.327  16.413  16.184  16.314   30855.5   \n",
      "8073 2024-03-14 19:00:00+08:00  16.316  16.629  16.276  16.340   61925.2   \n",
      "8074 2024-03-14 20:00:00+08:00  16.339  16.499  16.210  16.360   38309.9   \n",
      "8075 2024-03-14 21:00:00+08:00  16.362  16.391  15.591  15.808   96296.0   \n",
      "8076 2024-03-14 22:00:00+08:00  15.803  16.131  15.796  16.007   71808.1   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-04-13 10:59:59.999000064+08:00  1.097035e+06     8192.0   \n",
      "1    2023-04-13 11:59:59.999000064+08:00  1.187812e+06     8936.0   \n",
      "2    2023-04-13 12:59:59.999000064+08:00  8.026481e+05     8813.0   \n",
      "3    2023-04-13 13:59:59.999000064+08:00  1.302556e+06     9667.0   \n",
      "4    2023-04-13 14:59:59.999000064+08:00  1.098263e+06     9805.0   \n",
      "...                                  ...           ...        ...   \n",
      "8072 2024-03-14 18:59:59.999000064+08:00  5.030318e+05     7115.0   \n",
      "8073 2024-03-14 19:59:59.999000064+08:00  1.017315e+06    12713.0   \n",
      "8074 2024-03-14 20:59:59.999000064+08:00  6.263471e+05     9145.0   \n",
      "8075 2024-03-14 21:59:59.999000064+08:00  1.534870e+06    17145.0   \n",
      "8076 2024-03-14 22:59:59.999000064+08:00  1.148940e+06    14110.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                         67046.1                   486162.9613  XVSUSDT  \n",
      "1                         77408.9                   553737.3616  XVSUSDT  \n",
      "2                         45536.9                   319683.6494  XVSUSDT  \n",
      "3                         88647.0                   601245.3277  XVSUSDT  \n",
      "4                         79696.3                   541148.9604  XVSUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "8072                      16821.3                   274196.7388  XVSUSDT  \n",
      "8073                      30534.6                   501853.1989  XVSUSDT  \n",
      "8074                      16143.7                   264012.6499  XVSUSDT  \n",
      "8075                      39963.8                   636900.5262  XVSUSDT  \n",
      "8076                      32406.8                   518596.3272  XVSUSDT  \n",
      "\n",
      "[8077 rows x 12 columns], 'IMXUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.6720  0.6789  0.6664  0.6673  2054516.0   \n",
      "1    2023-01-23 08:00:00+08:00  0.6671  0.6750  0.6666  0.6705  1306582.0   \n",
      "2    2023-01-23 09:00:00+08:00  0.6705  0.6946  0.6699  0.6828  2426904.0   \n",
      "3    2023-01-23 10:00:00+08:00  0.6827  0.6995  0.6818  0.6954  2010978.0   \n",
      "4    2023-01-23 11:00:00+08:00  0.6949  0.6997  0.6867  0.6872  1520786.0   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  3.4260  3.4330  3.3670  3.3746   776165.0   \n",
      "9996 2024-03-14 19:00:00+08:00  3.3746  3.3831  3.3239  3.3353  1096956.0   \n",
      "9997 2024-03-14 20:00:00+08:00  3.3356  3.3813  3.3098  3.3459  1647985.0   \n",
      "9998 2024-03-14 21:00:00+08:00  3.3461  3.3509  3.2213  3.2674  1968371.0   \n",
      "9999 2024-03-14 22:00:00+08:00  3.2657  3.3201  3.2637  3.3090  1217914.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.379559e+06     7334.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  8.768104e+05     6093.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.657912e+06     8875.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.391800e+06     8076.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.053676e+06     6608.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  2.638999e+06    20186.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  3.674997e+06    25861.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  5.524198e+06    30248.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  6.454381e+06    40577.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  4.011925e+06    28968.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                        960679.0                  6.451672e+05  IMXUSDT  \n",
      "1                        679788.0                  4.563092e+05  IMXUSDT  \n",
      "2                       1372173.0                  9.375830e+05  IMXUSDT  \n",
      "3                       1046628.0                  7.247807e+05  IMXUSDT  \n",
      "4                        702473.0                  4.869650e+05  IMXUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                     430318.0                  1.463533e+06  IMXUSDT  \n",
      "9996                     550746.0                  1.845682e+06  IMXUSDT  \n",
      "9997                     870525.0                  2.918915e+06  IMXUSDT  \n",
      "9998                     811588.0                  2.661969e+06  IMXUSDT  \n",
      "9999                     624975.0                  2.059411e+06  IMXUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'CVXUSDT':              candle_begin_time   open   high    low  close    volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  5.274  5.296  5.231  5.260   94633.0   \n",
      "1    2023-01-23 08:00:00+08:00  5.262  5.343  5.254  5.328  116003.0   \n",
      "2    2023-01-23 09:00:00+08:00  5.327  5.398  5.322  5.349  113750.0   \n",
      "3    2023-01-23 10:00:00+08:00  5.350  5.427  5.346  5.415   77066.0   \n",
      "4    2023-01-23 11:00:00+08:00  5.416  5.454  5.336  5.344   81582.0   \n",
      "...                        ...    ...    ...    ...    ...       ...   \n",
      "9995 2024-03-14 18:00:00+08:00  5.009  5.011  4.884  4.906  130586.0   \n",
      "9996 2024-03-14 19:00:00+08:00  4.904  4.919  4.831  4.892  146910.0   \n",
      "9997 2024-03-14 20:00:00+08:00  4.892  4.920  4.854  4.890   74896.0   \n",
      "9998 2024-03-14 21:00:00+08:00  4.890  4.905  4.675  4.742  376620.0   \n",
      "9999 2024-03-14 22:00:00+08:00  4.742  4.878  4.740  4.804  361113.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00    498141.608     2924.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00    615540.764     3820.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00    610059.703     3852.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00    415079.347     3099.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00    439819.890     3142.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00    645869.131     5383.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00    714544.441     6941.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00    365682.391     4745.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00   1796329.398    16761.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00   1738288.826    15274.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                         33914.0                    178541.857  CVXUSDT  \n",
      "1                         63078.0                    334659.626  CVXUSDT  \n",
      "2                         59111.0                    316970.842  CVXUSDT  \n",
      "3                         38453.0                    207113.029  CVXUSDT  \n",
      "4                         33229.0                    179414.057  CVXUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                      58484.0                    289269.586  CVXUSDT  \n",
      "9996                      74212.0                    361080.389  CVXUSDT  \n",
      "9997                      40868.0                    199598.326  CVXUSDT  \n",
      "9998                     174833.0                    834272.745  CVXUSDT  \n",
      "9999                     212569.0                   1023264.558  CVXUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'COTIUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.08475  0.08530  0.08406  0.08504   \n",
      "1    2023-01-23 08:00:00+08:00  0.08503  0.08603  0.08412  0.08593   \n",
      "2    2023-01-23 09:00:00+08:00  0.08593  0.08886  0.08593  0.08761   \n",
      "3    2023-01-23 10:00:00+08:00  0.08762  0.08789  0.08659  0.08755   \n",
      "4    2023-01-23 11:00:00+08:00  0.08754  0.08847  0.08691  0.08767   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.21719  0.21814  0.21258  0.21311   \n",
      "9996 2024-03-14 19:00:00+08:00  0.21309  0.21407  0.21038  0.21253   \n",
      "9997 2024-03-14 20:00:00+08:00  0.21252  0.21430  0.21019  0.21146   \n",
      "9998 2024-03-14 21:00:00+08:00  0.21150  0.21169  0.20217  0.20516   \n",
      "9999 2024-03-14 22:00:00+08:00  0.20514  0.20980  0.20504  0.20765   \n",
      "\n",
      "          volume                          close_time  quote_volume  trade_num  \\\n",
      "0     10517703.0 2023-01-23 07:59:59.999000064+08:00  8.913091e+05     4433.0   \n",
      "1     19036564.0 2023-01-23 08:59:59.999000064+08:00  1.623334e+06     7755.0   \n",
      "2     23785653.0 2023-01-23 09:59:59.999000064+08:00  2.080524e+06     9353.0   \n",
      "3     11602463.0 2023-01-23 10:59:59.999000064+08:00  1.012418e+06     5471.0   \n",
      "4     10083758.0 2023-01-23 11:59:59.999000064+08:00  8.844654e+05     5530.0   \n",
      "...          ...                                 ...           ...        ...   \n",
      "9995   8957759.0 2024-03-14 18:59:59.999000064+08:00  1.933386e+06    16638.0   \n",
      "9996  11682845.0 2024-03-14 19:59:59.999000064+08:00  2.478061e+06    24461.0   \n",
      "9997   8342679.0 2024-03-14 20:59:59.999000064+08:00  1.766995e+06    20594.0   \n",
      "9998  28055393.0 2024-03-14 21:59:59.999000064+08:00  5.792319e+06    52309.0   \n",
      "9999  15769548.0 2024-03-14 22:59:59.999000064+08:00  3.269260e+06    34553.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                       4879700.0                  4.135166e+05  COTIUSDT  \n",
      "1                       9115536.0                  7.778226e+05  COTIUSDT  \n",
      "2                      11024419.0                  9.646476e+05  COTIUSDT  \n",
      "3                       5645926.0                  4.927565e+05  COTIUSDT  \n",
      "4                       5146836.0                  4.516527e+05  COTIUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9995                    4123548.0                  8.916778e+05  COTIUSDT  \n",
      "9996                    5481192.0                  1.162855e+06  COTIUSDT  \n",
      "9997                    4417571.0                  9.357423e+05  COTIUSDT  \n",
      "9998                   12244087.0                  2.528162e+06  COTIUSDT  \n",
      "9999                    8173954.0                  1.694893e+06  COTIUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'ILVUSDT':              candle_begin_time    open    high     low   close   volume  \\\n",
      "0    2023-11-11 00:00:00+08:00  100.08  104.58   94.60   94.95  66975.2   \n",
      "1    2023-11-11 01:00:00+08:00   94.95   96.45   92.32   94.10  52242.9   \n",
      "2    2023-11-11 02:00:00+08:00   94.10   95.80   93.28   94.87  16953.3   \n",
      "3    2023-11-11 03:00:00+08:00   95.05   97.93   93.27   97.38  34352.7   \n",
      "4    2023-11-11 04:00:00+08:00   97.41   97.64   94.03   95.55  18561.5   \n",
      "...                        ...     ...     ...     ...     ...      ...   \n",
      "2994 2024-03-14 18:00:00+08:00  144.47  145.73  142.82  143.62  10085.0   \n",
      "2995 2024-03-14 19:00:00+08:00  143.61  144.00  141.80  143.49   7813.4   \n",
      "2996 2024-03-14 20:00:00+08:00  143.46  144.48  141.03  141.78   8830.7   \n",
      "2997 2024-03-14 21:00:00+08:00  141.75  142.32  135.18  137.25  17470.6   \n",
      "2998 2024-03-14 22:00:00+08:00  137.17  140.25  137.01  138.07  10125.1   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-11-11 00:59:59.999000064+08:00   6648328.743    25289.0   \n",
      "1    2023-11-11 01:59:59.999000064+08:00   4898473.324    17940.0   \n",
      "2    2023-11-11 02:59:59.999000064+08:00   1604439.772     7624.0   \n",
      "3    2023-11-11 03:59:59.999000064+08:00   3299213.738    11922.0   \n",
      "4    2023-11-11 04:59:59.999000064+08:00   1778364.255     7081.0   \n",
      "...                                  ...           ...        ...   \n",
      "2994 2024-03-14 18:59:59.999000064+08:00   1457582.274    11220.0   \n",
      "2995 2024-03-14 19:59:59.999000064+08:00   1116388.496    10917.0   \n",
      "2996 2024-03-14 20:59:59.999000064+08:00   1258202.641    10016.0   \n",
      "2997 2024-03-14 21:59:59.999000064+08:00   2418435.609    16398.0   \n",
      "2998 2024-03-14 22:59:59.999000064+08:00   1401099.713    10917.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                         28618.7                   2844100.178  ILVUSDT  \n",
      "1                         24066.6                   2257981.800  ILVUSDT  \n",
      "2                          7969.9                    754709.161  ILVUSDT  \n",
      "3                         15154.7                   1456593.599  ILVUSDT  \n",
      "4                          6879.9                    659759.976  ILVUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "2994                       5147.2                    744115.896  ILVUSDT  \n",
      "2995                       3491.0                    498731.798  ILVUSDT  \n",
      "2996                       4251.1                    605202.059  ILVUSDT  \n",
      "2997                       7299.3                   1009347.503  ILVUSDT  \n",
      "2998                       4593.0                    635942.959  ILVUSDT  \n",
      "\n",
      "[2999 rows x 12 columns], 'EGLDUSDT':              candle_begin_time   open   high    low  close    volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  43.44  43.80  43.36  43.64   31403.2   \n",
      "1    2023-01-23 08:00:00+08:00  43.63  43.98  43.47  43.48   55420.3   \n",
      "2    2023-01-23 09:00:00+08:00  43.48  43.95  43.47  43.64   34832.6   \n",
      "3    2023-01-23 10:00:00+08:00  43.65  44.12  43.63  44.02   27136.9   \n",
      "4    2023-01-23 11:00:00+08:00  44.03  44.03  43.54  43.60   29499.9   \n",
      "...                        ...    ...    ...    ...    ...       ...   \n",
      "9995 2024-03-14 18:00:00+08:00  74.78  75.10  73.95  74.20   36971.8   \n",
      "9996 2024-03-14 19:00:00+08:00  74.20  74.67  72.40  73.50   62867.0   \n",
      "9997 2024-03-14 20:00:00+08:00  73.50  74.51  73.11  73.74   47308.8   \n",
      "9998 2024-03-14 21:00:00+08:00  73.74  73.83  69.90  71.00  149013.7   \n",
      "9999 2024-03-14 22:00:00+08:00  71.01  72.36  70.88  71.54   82239.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.369998e+06     4828.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  2.424199e+06     7393.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.523588e+06     4874.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.190810e+06     3865.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.291133e+06     4063.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  2.755133e+06    16882.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  4.605248e+06    23864.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  3.488721e+06    21696.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  1.063978e+07    48579.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  5.877814e+06    32901.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                         12963.4                    565359.145  EGLDUSDT  \n",
      "1                         23790.3                   1040472.002  EGLDUSDT  \n",
      "2                         19168.1                    838427.672  EGLDUSDT  \n",
      "3                         14250.5                    625429.045  EGLDUSDT  \n",
      "4                         12479.1                    546145.796  EGLDUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9995                      16461.7                   1226711.311  EGLDUSDT  \n",
      "9996                      26878.6                   1970041.120  EGLDUSDT  \n",
      "9997                      23366.2                   1723670.655  EGLDUSDT  \n",
      "9998                      75127.1                   5363815.226  EGLDUSDT  \n",
      "9999                      40946.5                   2927141.182  EGLDUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'IOTAUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.2231  0.2253  0.2226  0.2242   2990042.9   \n",
      "1    2023-01-23 08:00:00+08:00  0.2243  0.2261  0.2239  0.2240   5434407.8   \n",
      "2    2023-01-23 09:00:00+08:00  0.2241  0.2277  0.2241  0.2252   3641203.8   \n",
      "3    2023-01-23 10:00:00+08:00  0.2253  0.2271  0.2250  0.2266   2525132.9   \n",
      "4    2023-01-23 11:00:00+08:00  0.2267  0.2268  0.2241  0.2243   2340101.9   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.4012  0.4019  0.3948  0.3971   6570751.7   \n",
      "9996 2024-03-14 19:00:00+08:00  0.3970  0.3981  0.3890  0.3951  11921909.8   \n",
      "9997 2024-03-14 20:00:00+08:00  0.3950  0.3981  0.3915  0.3963  10079097.8   \n",
      "9998 2024-03-14 21:00:00+08:00  0.3962  0.3980  0.3780  0.3848  18462187.6   \n",
      "9999 2024-03-14 22:00:00+08:00  0.3847  0.3925  0.3840  0.3886  11479897.4   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  6.692921e+05     4048.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.223006e+06     5713.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  8.234887e+05     4466.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  5.707053e+05     3203.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  5.272935e+05     3340.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  2.620051e+06    11909.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  4.690042e+06    19302.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  3.983557e+06    16799.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  7.149558e+06    35835.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  4.453516e+06    25372.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                       1522000.8                  3.408158e+05  IOTAUSDT  \n",
      "1                       2583703.0                  5.814525e+05  IOTAUSDT  \n",
      "2                       1698767.2                  3.841950e+05  IOTAUSDT  \n",
      "3                       1202215.0                  2.717769e+05  IOTAUSDT  \n",
      "4                        956447.8                  2.155030e+05  IOTAUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9995                    2840594.9                  1.133631e+06  IOTAUSDT  \n",
      "9996                    5492560.1                  2.161630e+06  IOTAUSDT  \n",
      "9997                    5036250.6                  1.990585e+06  IOTAUSDT  \n",
      "9998                    8283288.6                  3.210196e+06  IOTAUSDT  \n",
      "9999                    5622442.0                  2.181608e+06  IOTAUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'DGBUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.01047  0.01058  0.01046  0.01052   \n",
      "1    2023-01-23 08:00:00+08:00  0.01052  0.01063  0.01049  0.01054   \n",
      "2    2023-01-23 09:00:00+08:00  0.01054  0.01068  0.01052  0.01052   \n",
      "3    2023-01-23 10:00:00+08:00  0.01053  0.01067  0.01053  0.01066   \n",
      "4    2023-01-23 11:00:00+08:00  0.01066  0.01068  0.01052  0.01054   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.01668  0.01683  0.01657  0.01662   \n",
      "9996 2024-03-14 19:00:00+08:00  0.01662  0.01667  0.01628  0.01651   \n",
      "9997 2024-03-14 20:00:00+08:00  0.01650  0.01659  0.01613  0.01622   \n",
      "9998 2024-03-14 21:00:00+08:00  0.01623  0.01629  0.01546  0.01573   \n",
      "9999 2024-03-14 22:00:00+08:00  0.01572  0.01608  0.01571  0.01585   \n",
      "\n",
      "          volume                          close_time  quote_volume  trade_num  \\\n",
      "0     27890524.0 2023-01-23 07:59:59.999000064+08:00  293524.53575     1963.0   \n",
      "1     47266365.0 2023-01-23 08:59:59.999000064+08:00  499317.69413     3274.0   \n",
      "2     35966348.0 2023-01-23 09:59:59.999000064+08:00  381654.06662     2146.0   \n",
      "3     20112651.0 2023-01-23 10:59:59.999000064+08:00  213244.03283     1424.0   \n",
      "4     26281916.0 2023-01-23 11:59:59.999000064+08:00  278374.57036     1474.0   \n",
      "...          ...                                 ...           ...        ...   \n",
      "9995  26071003.0 2024-03-14 18:59:59.999000064+08:00  435315.70104     5436.0   \n",
      "9996  25507460.0 2024-03-14 19:59:59.999000064+08:00  419458.06114     4680.0   \n",
      "9997  21416199.0 2024-03-14 20:59:59.999000064+08:00  350043.43343     4019.0   \n",
      "9998  62692533.0 2024-03-14 21:59:59.999000064+08:00  991906.23021    10679.0   \n",
      "9999  41374869.0 2024-03-14 22:59:59.999000064+08:00  657366.74894     7275.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                      15152803.0                  159505.31348  DGBUSDT  \n",
      "1                      18290830.0                  193175.86999  DGBUSDT  \n",
      "2                      13006321.0                  138066.24570  DGBUSDT  \n",
      "3                      10941686.0                  116033.31220  DGBUSDT  \n",
      "4                      12984151.0                  137581.66291  DGBUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                   12648087.0                  211257.59221  DGBUSDT  \n",
      "9996                   11224118.0                  184610.01857  DGBUSDT  \n",
      "9997                   10524665.0                  172141.90385  DGBUSDT  \n",
      "9998                   31625723.0                  500755.27302  DGBUSDT  \n",
      "9999                   24494440.0                  389333.52278  DGBUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'SUSHIUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  1.3270  1.3410  1.3250  1.3360  1607983.0   \n",
      "1    2023-01-23 08:00:00+08:00  1.3370  1.3640  1.3360  1.3540  2091359.0   \n",
      "2    2023-01-23 09:00:00+08:00  1.3550  1.3830  1.3540  1.3590  2552884.0   \n",
      "3    2023-01-23 10:00:00+08:00  1.3600  1.3750  1.3600  1.3690  1242963.0   \n",
      "4    2023-01-23 11:00:00+08:00  1.3690  1.3710  1.3500  1.3500  1296279.0   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  2.0164  2.0358  1.9978  2.0043  2506251.0   \n",
      "9996 2024-03-14 19:00:00+08:00  2.0038  2.0158  1.9780  1.9970  1398689.0   \n",
      "9997 2024-03-14 20:00:00+08:00  1.9969  2.0120  1.9713  1.9832  1313859.0   \n",
      "9998 2024-03-14 21:00:00+08:00  1.9834  1.9954  1.9072  1.9391  3480015.0   \n",
      "9999 2024-03-14 22:00:00+08:00  1.9390  1.9760  1.9355  1.9507  1898033.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  2.143688e+06     5767.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  2.833203e+06     7605.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  3.496824e+06     7784.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.700200e+06     3959.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.763721e+06     4086.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  5.051214e+06    26113.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  2.787689e+06    20885.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  2.616935e+06    19832.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  6.774035e+06    47581.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  3.713108e+06    32128.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume     symbol  \n",
      "0                        820243.0                  1.093549e+06  SUSHIUSDT  \n",
      "1                       1072237.0                  1.452373e+06  SUSHIUSDT  \n",
      "2                       1325071.0                  1.816113e+06  SUSHIUSDT  \n",
      "3                        635084.0                  8.686807e+05  SUSHIUSDT  \n",
      "4                        582982.0                  7.934513e+05  SUSHIUSDT  \n",
      "...                           ...                           ...        ...  \n",
      "9995                    1425946.0                  2.874710e+06  SUSHIUSDT  \n",
      "9996                     694328.0                  1.384123e+06  SUSHIUSDT  \n",
      "9997                     602004.0                  1.198928e+06  SUSHIUSDT  \n",
      "9998                    1567891.0                  3.054933e+06  SUSHIUSDT  \n",
      "9999                     922775.0                  1.805423e+06  SUSHIUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'NFPUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-12-27 21:00:00+08:00  1.2016  1.2470  1.1800  1.2262   9705242.1   \n",
      "1    2023-12-27 22:00:00+08:00  1.2262  1.2867  1.1660  1.1840  26417678.1   \n",
      "2    2023-12-27 23:00:00+08:00  1.1842  1.2000  1.1343  1.1705  16816805.1   \n",
      "3    2023-12-28 00:00:00+08:00  1.1706  1.1799  1.0984  1.1286  13632393.7   \n",
      "4    2023-12-28 01:00:00+08:00  1.1286  1.1420  1.0719  1.0874  18272869.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "1869 2024-03-14 18:00:00+08:00  0.9343  0.9397  0.9100  0.9116   5387591.6   \n",
      "1870 2024-03-14 19:00:00+08:00  0.9115  0.9145  0.8914  0.9065   4919970.7   \n",
      "1871 2024-03-14 20:00:00+08:00  0.9064  0.9120  0.8904  0.8999   5132221.7   \n",
      "1872 2024-03-14 21:00:00+08:00  0.8997  0.9053  0.8503  0.8703  13995991.4   \n",
      "1873 2024-03-14 22:00:00+08:00  0.8704  0.8936  0.8701  0.8863   6645368.9   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-12-27 21:59:59.999000064+08:00  1.178423e+07    53523.0   \n",
      "1    2023-12-27 22:59:59.999000064+08:00  3.240354e+07   136025.0   \n",
      "2    2023-12-27 23:59:59.999000064+08:00  1.961458e+07    96143.0   \n",
      "3    2023-12-28 00:59:59.999000064+08:00  1.560980e+07    73988.0   \n",
      "4    2023-12-28 01:59:59.999000064+08:00  2.016039e+07   111099.0   \n",
      "...                                  ...           ...        ...   \n",
      "1869 2024-03-14 18:59:59.999000064+08:00  4.978656e+06    29687.0   \n",
      "1870 2024-03-14 19:59:59.999000064+08:00  4.440761e+06    25589.0   \n",
      "1871 2024-03-14 20:59:59.999000064+08:00  4.625942e+06    30069.0   \n",
      "1872 2024-03-14 21:59:59.999000064+08:00  1.221949e+07    62622.0   \n",
      "1873 2024-03-14 22:59:59.999000064+08:00  5.870295e+06    37523.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       4687810.3                  5.694275e+06  NFPUSDT  \n",
      "1                      12128790.3                  1.489349e+07  NFPUSDT  \n",
      "2                       8160669.6                  9.523758e+06  NFPUSDT  \n",
      "3                       6433542.3                  7.377392e+06  NFPUSDT  \n",
      "4                       9087795.9                  1.003482e+07  NFPUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "1869                    2535464.1                  2.346865e+06  NFPUSDT  \n",
      "1870                    2214369.2                  1.999252e+06  NFPUSDT  \n",
      "1871                    2406405.0                  2.169586e+06  NFPUSDT  \n",
      "1872                    6019645.8                  5.257690e+06  NFPUSDT  \n",
      "1873                    3270681.3                  2.888436e+06  NFPUSDT  \n",
      "\n",
      "[1874 rows x 12 columns], 'RADUSDT':              candle_begin_time   open   high    low  close    volume  \\\n",
      "0    2023-05-10 20:00:00+08:00  2.370  2.570  2.370  2.513  715657.0   \n",
      "1    2023-05-10 21:00:00+08:00  2.516  2.545  2.450  2.518  508175.0   \n",
      "2    2023-05-10 22:00:00+08:00  2.517  2.544  2.478  2.496  371879.0   \n",
      "3    2023-05-10 23:00:00+08:00  2.496  2.525  2.487  2.498  240927.0   \n",
      "4    2023-05-11 00:00:00+08:00  2.498  2.625  2.491  2.592  709622.0   \n",
      "...                        ...    ...    ...    ...    ...       ...   \n",
      "7414 2024-03-14 18:00:00+08:00  2.722  2.730  2.668  2.678  165885.0   \n",
      "7415 2024-03-14 19:00:00+08:00  2.676  2.685  2.636  2.684  291127.0   \n",
      "7416 2024-03-14 20:00:00+08:00  2.684  2.692  2.652  2.667  130605.0   \n",
      "7417 2024-03-14 21:00:00+08:00  2.667  2.675  2.540  2.577  566358.0   \n",
      "7418 2024-03-14 22:00:00+08:00  2.578  2.621  2.567  2.587  428355.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-05-10 20:59:59.999000064+08:00   1758566.535     7663.0   \n",
      "1    2023-05-10 21:59:59.999000064+08:00   1269560.078     5015.0   \n",
      "2    2023-05-10 22:59:59.999000064+08:00    934589.984     5983.0   \n",
      "3    2023-05-10 23:59:59.999000064+08:00    603173.866     4474.0   \n",
      "4    2023-05-11 00:59:59.999000064+08:00   1824358.852    10813.0   \n",
      "...                                  ...           ...        ...   \n",
      "7414 2024-03-14 18:59:59.999000064+08:00    445976.602     3748.0   \n",
      "7415 2024-03-14 19:59:59.999000064+08:00    774110.056     6019.0   \n",
      "7416 2024-03-14 20:59:59.999000064+08:00    348677.408     4495.0   \n",
      "7417 2024-03-14 21:59:59.999000064+08:00   1469954.650    11326.0   \n",
      "7418 2024-03-14 22:59:59.999000064+08:00   1110980.147     8565.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                        397726.0                    977893.890  RADUSDT  \n",
      "1                        252169.0                    629585.345  RADUSDT  \n",
      "2                        190342.0                    478311.791  RADUSDT  \n",
      "3                        122109.0                    305820.108  RADUSDT  \n",
      "4                        384358.0                    988188.680  RADUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "7414                      68255.0                    183764.060  RADUSDT  \n",
      "7415                     150716.0                    401013.983  RADUSDT  \n",
      "7416                      59659.0                    159207.570  RADUSDT  \n",
      "7417                     226539.0                    587989.491  RADUSDT  \n",
      "7418                     203919.0                    529183.164  RADUSDT  \n",
      "\n",
      "[7419 rows x 12 columns], 'ANKRUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.02425  0.02451  0.02419  0.02442   \n",
      "1    2023-01-23 08:00:00+08:00  0.02441  0.02482  0.02440  0.02462   \n",
      "2    2023-01-23 09:00:00+08:00  0.02462  0.02504  0.02462  0.02480   \n",
      "3    2023-01-23 10:00:00+08:00  0.02481  0.02545  0.02478  0.02539   \n",
      "4    2023-01-23 11:00:00+08:00  0.02538  0.02539  0.02487  0.02491   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.05684  0.05702  0.05616  0.05635   \n",
      "9996 2024-03-14 19:00:00+08:00  0.05634  0.05677  0.05556  0.05656   \n",
      "9997 2024-03-14 20:00:00+08:00  0.05656  0.05661  0.05544  0.05576   \n",
      "9998 2024-03-14 21:00:00+08:00  0.05575  0.05591  0.05298  0.05380   \n",
      "9999 2024-03-14 22:00:00+08:00  0.05377  0.05542  0.05374  0.05513   \n",
      "\n",
      "           volume                          close_time  quote_volume  \\\n",
      "0      35281570.0 2023-01-23 07:59:59.999000064+08:00  8.591485e+05   \n",
      "1      68992547.0 2023-01-23 08:59:59.999000064+08:00  1.698892e+06   \n",
      "2      57423471.0 2023-01-23 09:59:59.999000064+08:00  1.429772e+06   \n",
      "3      57556683.0 2023-01-23 10:59:59.999000064+08:00  1.448934e+06   \n",
      "4      42467602.0 2023-01-23 11:59:59.999000064+08:00  1.065225e+06   \n",
      "...           ...                                 ...           ...   \n",
      "9995   26490057.0 2024-03-14 18:59:59.999000064+08:00  1.499947e+06   \n",
      "9996   59210432.0 2024-03-14 19:59:59.999000064+08:00  3.324814e+06   \n",
      "9997   30679288.0 2024-03-14 20:59:59.999000064+08:00  1.716318e+06   \n",
      "9998  166131212.0 2024-03-14 21:59:59.999000064+08:00  9.013704e+06   \n",
      "9999  106953872.0 2024-03-14 22:59:59.999000064+08:00  5.845857e+06   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0        4042.0                   18915827.0                  4.605880e+05   \n",
      "1        6155.0                   35475472.0                  8.734035e+05   \n",
      "2        5075.0                   27448465.0                  6.834761e+05   \n",
      "3        5526.0                   30949351.0                  7.788757e+05   \n",
      "4        4140.0                   18416292.0                  4.620227e+05   \n",
      "...         ...                          ...                           ...   \n",
      "9995    11675.0                   15216823.0                  8.618233e+05   \n",
      "9996    20476.0                   30348358.0                  1.704988e+06   \n",
      "9997    12434.0                   14491843.0                  8.107346e+05   \n",
      "9998    49155.0                   77407305.0                  4.200423e+06   \n",
      "9999    39257.0                   54666073.0                  2.987725e+06   \n",
      "\n",
      "        symbol  \n",
      "0     ANKRUSDT  \n",
      "1     ANKRUSDT  \n",
      "2     ANKRUSDT  \n",
      "3     ANKRUSDT  \n",
      "4     ANKRUSDT  \n",
      "...        ...  \n",
      "9995  ANKRUSDT  \n",
      "9996  ANKRUSDT  \n",
      "9997  ANKRUSDT  \n",
      "9998  ANKRUSDT  \n",
      "9999  ANKRUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'FILUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00   5.375   5.468   5.367   5.429  2316538.6   \n",
      "1    2023-01-23 08:00:00+08:00   5.429   5.525   5.396   5.459  2820525.8   \n",
      "2    2023-01-23 09:00:00+08:00   5.459   5.686   5.457   5.635  2867871.0   \n",
      "3    2023-01-23 10:00:00+08:00   5.635   5.740   5.592   5.692  2961498.2   \n",
      "4    2023-01-23 11:00:00+08:00   5.690   5.787   5.488   5.544  5324174.4   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  10.737  10.780  10.434  10.473  3406022.3   \n",
      "9996 2024-03-14 19:00:00+08:00  10.473  10.503  10.306  10.487  3617592.4   \n",
      "9997 2024-03-14 20:00:00+08:00  10.488  10.553  10.367  10.447  2404577.7   \n",
      "9998 2024-03-14 21:00:00+08:00  10.449  10.480  10.000  10.146  8313371.2   \n",
      "9999 2024-03-14 22:00:00+08:00  10.145  10.357  10.141  10.253  4722950.2   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.255731e+07    24983.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.540722e+07    30766.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.599036e+07    34757.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.673535e+07    34553.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  3.010891e+07    65909.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  3.615376e+07    82551.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  3.766382e+07    83479.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  2.513954e+07    62656.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  8.461463e+07   155599.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  4.833733e+07    98833.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       1194671.7                  6.474677e+06  FILUSDT  \n",
      "1                       1396389.4                  7.630397e+06  FILUSDT  \n",
      "2                       1510526.1                  8.422300e+06  FILUSDT  \n",
      "3                       1486098.7                  8.400452e+06  FILUSDT  \n",
      "4                       2491671.6                  1.411635e+07  FILUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                    1534880.7                  1.629484e+07  FILUSDT  \n",
      "9996                    1697056.3                  1.767401e+07  FILUSDT  \n",
      "9997                    1138193.1                  1.190251e+07  FILUSDT  \n",
      "9998                    3782381.5                  3.849309e+07  FILUSDT  \n",
      "9999                    2281196.6                  2.334928e+07  FILUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'NMRUSDT':              candle_begin_time   open   high    low  close   volume  \\\n",
      "0    2023-06-22 20:00:00+08:00  13.90  14.41  13.63  13.93  65642.5   \n",
      "1    2023-06-22 21:00:00+08:00  13.95  14.53  13.88  13.92  72486.4   \n",
      "2    2023-06-22 22:00:00+08:00  13.93  14.04  13.41  13.56  40306.2   \n",
      "3    2023-06-22 23:00:00+08:00  13.57  13.66  13.46  13.52  21769.1   \n",
      "4    2023-06-23 00:00:00+08:00  13.52  13.75  13.50  13.56  14555.1   \n",
      "...                        ...    ...    ...    ...    ...      ...   \n",
      "6382 2024-03-14 18:00:00+08:00  43.24  43.46  42.94  43.09  19577.2   \n",
      "6383 2024-03-14 19:00:00+08:00  43.08  43.19  42.55  43.06  19759.3   \n",
      "6384 2024-03-14 20:00:00+08:00  43.05  43.14  42.53  42.72  16110.2   \n",
      "6385 2024-03-14 21:00:00+08:00  42.72  42.79  40.28  40.86  78704.9   \n",
      "6386 2024-03-14 22:00:00+08:00  40.85  41.97  40.80  41.73  37712.9   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-06-22 20:59:59.999000064+08:00    917107.534     6250.0   \n",
      "1    2023-06-22 21:59:59.999000064+08:00   1024237.946     7232.0   \n",
      "2    2023-06-22 22:59:59.999000064+08:00    551275.189     6606.0   \n",
      "3    2023-06-22 23:59:59.999000064+08:00    295325.259     3377.0   \n",
      "4    2023-06-23 00:59:59.999000064+08:00    197992.741     4121.0   \n",
      "...                                  ...           ...        ...   \n",
      "6382 2024-03-14 18:59:59.999000064+08:00    845552.127     6413.0   \n",
      "6383 2024-03-14 19:59:59.999000064+08:00    846235.696     7827.0   \n",
      "6384 2024-03-14 20:59:59.999000064+08:00    689667.143     7765.0   \n",
      "6385 2024-03-14 21:59:59.999000064+08:00   3254462.767    25239.0   \n",
      "6386 2024-03-14 22:59:59.999000064+08:00   1565876.929    15289.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                         31361.6                    438100.994  NMRUSDT  \n",
      "1                         34663.7                    489859.311  NMRUSDT  \n",
      "2                         19962.4                    273251.681  NMRUSDT  \n",
      "3                         10313.9                    140052.761  NMRUSDT  \n",
      "4                          7482.3                    101924.424  NMRUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "6382                      11467.8                    495590.329  NMRUSDT  \n",
      "6383                       8451.8                    362188.758  NMRUSDT  \n",
      "6384                       7225.3                    309314.388  NMRUSDT  \n",
      "6385                      29207.3                   1207778.084  NMRUSDT  \n",
      "6386                      19524.9                    810778.108  NMRUSDT  \n",
      "\n",
      "[6387 rows x 12 columns], 'STRAXUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-10-11 10:00:00+08:00  0.7974  0.7974  0.7011  0.7227  6482627.0   \n",
      "1    2023-10-11 11:00:00+08:00  0.7227  0.7419  0.7182  0.7352  5694572.0   \n",
      "2    2023-10-11 12:00:00+08:00  0.7346  0.7424  0.7107  0.7320  5780154.0   \n",
      "3    2023-10-11 13:00:00+08:00  0.7322  0.7340  0.7212  0.7255  2492914.0   \n",
      "4    2023-10-11 14:00:00+08:00  0.7257  0.7311  0.6906  0.7275  7785413.0   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "3728 2024-03-14 18:00:00+08:00  1.5806  1.5880  1.5707  1.5733   578004.0   \n",
      "3729 2024-03-14 19:00:00+08:00  1.5733  1.5766  1.5433  1.5646  1601931.0   \n",
      "3730 2024-03-14 20:00:00+08:00  1.5650  1.5780  1.5496  1.5617   898241.0   \n",
      "3731 2024-03-14 21:00:00+08:00  1.5615  1.5667  1.4912  1.5156  2347934.0   \n",
      "3732 2024-03-14 22:00:00+08:00  1.5156  1.5429  1.5117  1.5362  1773950.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-10-11 10:59:59.999000064+08:00  4.830433e+06    15746.0   \n",
      "1    2023-10-11 11:59:59.999000064+08:00  4.167722e+06    18414.0   \n",
      "2    2023-10-11 12:59:59.999000064+08:00  4.200323e+06    17126.0   \n",
      "3    2023-10-11 13:59:59.999000064+08:00  1.813434e+06     8983.0   \n",
      "4    2023-10-11 14:59:59.999000064+08:00  5.557774e+06    26011.0   \n",
      "...                                  ...           ...        ...   \n",
      "3728 2024-03-14 18:59:59.999000064+08:00  9.124608e+05     8183.0   \n",
      "3729 2024-03-14 19:59:59.999000064+08:00  2.498781e+06    17394.0   \n",
      "3730 2024-03-14 20:59:59.999000064+08:00  1.403003e+06    11324.0   \n",
      "3731 2024-03-14 21:59:59.999000064+08:00  3.574847e+06    29385.0   \n",
      "3732 2024-03-14 22:59:59.999000064+08:00  2.715863e+06    22860.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume     symbol  \n",
      "0                       3092503.0                  2.296911e+06  STRAXUSDT  \n",
      "1                       2781505.0                  2.036588e+06  STRAXUSDT  \n",
      "2                       2795143.0                  2.032195e+06  STRAXUSDT  \n",
      "3                       1095522.0                  7.970739e+05  STRAXUSDT  \n",
      "4                       3971352.0                  2.836902e+06  STRAXUSDT  \n",
      "...                           ...                           ...        ...  \n",
      "3728                     330345.0                  5.214848e+05  STRAXUSDT  \n",
      "3729                     746405.0                  1.164618e+06  STRAXUSDT  \n",
      "3730                     455170.0                  7.106709e+05  STRAXUSDT  \n",
      "3731                    1150918.0                  1.753642e+06  STRAXUSDT  \n",
      "3732                     978185.0                  1.497388e+06  STRAXUSDT  \n",
      "\n",
      "[3733 rows x 12 columns], 'KASUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-11-17 10:00:00+08:00  0.13580  0.14136  0.12094  0.12482   \n",
      "1    2023-11-17 11:00:00+08:00  0.12482  0.13238  0.12392  0.13173   \n",
      "2    2023-11-17 12:00:00+08:00  0.13167  0.13285  0.12763  0.13241   \n",
      "3    2023-11-17 13:00:00+08:00  0.13246  0.13449  0.13100  0.13248   \n",
      "4    2023-11-17 14:00:00+08:00  0.13274  0.13475  0.12900  0.13386   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "2840 2024-03-14 18:00:00+08:00  0.14929  0.14955  0.14719  0.14732   \n",
      "2841 2024-03-14 19:00:00+08:00  0.14732  0.14734  0.14500  0.14644   \n",
      "2842 2024-03-14 20:00:00+08:00  0.14641  0.14766  0.14510  0.14619   \n",
      "2843 2024-03-14 21:00:00+08:00  0.14619  0.14664  0.13863  0.14183   \n",
      "2844 2024-03-14 22:00:00+08:00  0.14176  0.14405  0.14124  0.14276   \n",
      "\n",
      "          volume                          close_time  quote_volume  trade_num  \\\n",
      "0     15329155.0 2023-11-17 10:59:59.999000064+08:00  1.951728e+06    18785.0   \n",
      "1     15350336.0 2023-11-17 11:59:59.999000064+08:00  1.968188e+06    11987.0   \n",
      "2     11417290.0 2023-11-17 12:59:59.999000064+08:00  1.492425e+06     9260.0   \n",
      "3     10730606.0 2023-11-17 13:59:59.999000064+08:00  1.425238e+06     9806.0   \n",
      "4     12288756.0 2023-11-17 14:59:59.999000064+08:00  1.626480e+06    11171.0   \n",
      "...          ...                                 ...           ...        ...   \n",
      "2840   8489211.0 2024-03-14 18:59:59.999000064+08:00  1.261466e+06    12358.0   \n",
      "2841  12039824.0 2024-03-14 19:59:59.999000064+08:00  1.758172e+06    14470.0   \n",
      "2842   9036002.0 2024-03-14 20:59:59.999000064+08:00  1.320325e+06    11693.0   \n",
      "2843  43199942.0 2024-03-14 21:59:59.999000064+08:00  6.148619e+06    35925.0   \n",
      "2844  21036101.0 2024-03-14 22:59:59.999000064+08:00  3.002902e+06    22851.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       7580188.0                  9.654629e+05  KASUSDT  \n",
      "1                       7528481.0                  9.651872e+05  KASUSDT  \n",
      "2                       5433866.0                  7.114191e+05  KASUSDT  \n",
      "3                       5001730.0                  6.646560e+05  KASUSDT  \n",
      "4                       5859025.0                  7.764436e+05  KASUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "2840                    3136500.0                  4.662810e+05  KASUSDT  \n",
      "2841                    5545469.0                  8.097067e+05  KASUSDT  \n",
      "2842                    4518383.0                  6.603425e+05  KASUSDT  \n",
      "2843                   19383547.0                  2.762501e+06  KASUSDT  \n",
      "2844                   10275367.0                  1.467080e+06  KASUSDT  \n",
      "\n",
      "[2845 rows x 12 columns], 'AXSUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  11.796  12.603  11.555  12.517   9498549.0   \n",
      "1    2023-01-23 08:00:00+08:00  12.519  13.335  12.203  13.175  16746596.0   \n",
      "2    2023-01-23 09:00:00+08:00  13.173  13.924  13.164  13.316  13559882.0   \n",
      "3    2023-01-23 10:00:00+08:00  13.318  13.798  13.312  13.681   5652212.0   \n",
      "4    2023-01-23 11:00:00+08:00  13.681  13.747  13.110  13.137   5815556.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "9995 2024-03-14 18:00:00+08:00  12.714  12.738  12.554  12.609    320914.0   \n",
      "9996 2024-03-14 19:00:00+08:00  12.609  12.660  12.305  12.461    707321.0   \n",
      "9997 2024-03-14 20:00:00+08:00  12.462  12.549  12.271  12.346    564985.0   \n",
      "9998 2024-03-14 21:00:00+08:00  12.347  12.423  11.805  11.945   1268940.0   \n",
      "9999 2024-03-14 22:00:00+08:00  11.946  12.153  11.932  12.019    803954.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.143685e+08   198583.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  2.117036e+08   353515.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.833525e+08   288286.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  7.669192e+07   125477.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  7.798496e+07   120769.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  4.062743e+06    17700.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  8.798301e+06    29526.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  7.002534e+06    24067.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  1.529829e+07    51966.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  9.672785e+06    35318.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       5112717.0                  6.162023e+07  AXSUSDT  \n",
      "1                       8727472.0                  1.104354e+08  AXSUSDT  \n",
      "2                       6667398.0                  9.019735e+07  AXSUSDT  \n",
      "3                       2740685.0                  3.720452e+07  AXSUSDT  \n",
      "4                       2635776.0                  3.537290e+07  AXSUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                     152403.0                  1.930203e+06  AXSUSDT  \n",
      "9996                     335952.0                  4.180245e+06  AXSUSDT  \n",
      "9997                     296713.0                  3.678428e+06  AXSUSDT  \n",
      "9998                     599535.0                  7.228750e+06  AXSUSDT  \n",
      "9999                     406745.0                  4.894605e+06  AXSUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'LITUSDT':              candle_begin_time   open   high    low  close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  1.007  1.016  1.006  1.014  1489944.3   \n",
      "1    2023-01-23 08:00:00+08:00  1.013  1.033  1.006  1.019  3002779.9   \n",
      "2    2023-01-23 09:00:00+08:00  1.020  1.032  1.008  1.009  2934740.7   \n",
      "3    2023-01-23 10:00:00+08:00  1.010  1.024  1.010  1.019  1627944.3   \n",
      "4    2023-01-23 11:00:00+08:00  1.018  1.020  1.004  1.006  1503174.4   \n",
      "...                        ...    ...    ...    ...    ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  1.787  1.796  1.756  1.761   326326.4   \n",
      "9996 2024-03-14 19:00:00+08:00  1.761  1.765  1.726  1.750   788313.4   \n",
      "9997 2024-03-14 20:00:00+08:00  1.750  1.768  1.712  1.722   949478.4   \n",
      "9998 2024-03-14 21:00:00+08:00  1.722  1.732  1.644  1.668  1703917.2   \n",
      "9999 2024-03-14 22:00:00+08:00  1.667  1.710  1.667  1.707  1190277.5   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.506554e+06     4300.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  3.064705e+06     7966.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  2.998289e+06     6566.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.655512e+06     3776.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.519778e+06     3287.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  5.788291e+05     4515.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.373560e+06     8404.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  1.649411e+06     7884.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  2.869195e+06    15279.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  2.014301e+06    11537.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                        731804.4                  7.401605e+05  LITUSDT  \n",
      "1                       1569711.2                  1.602382e+06  LITUSDT  \n",
      "2                       1320623.7                  1.350400e+06  LITUSDT  \n",
      "3                        826101.4                  8.400829e+05  LITUSDT  \n",
      "4                        688973.9                  6.967091e+05  LITUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                     152390.0                  2.701562e+05  LITUSDT  \n",
      "9996                     307625.0                  5.360226e+05  LITUSDT  \n",
      "9997                     393120.6                  6.832596e+05  LITUSDT  \n",
      "9998                     835969.4                  1.409506e+06  LITUSDT  \n",
      "9999                     619011.2                  1.047848e+06  LITUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'TONUSDT':             candle_begin_time    open    high     low   close     volume  \\\n",
      "0   2024-03-01 20:00:00+08:00  2.9950  2.9950  2.6880  2.7356   982392.0   \n",
      "1   2024-03-01 21:00:00+08:00  2.7325  2.8442  2.7010  2.7807  1998701.7   \n",
      "2   2024-03-01 22:00:00+08:00  2.7816  2.7976  2.6974  2.7244  1148743.4   \n",
      "3   2024-03-01 23:00:00+08:00  2.7259  2.7638  2.6687  2.6765   900507.8   \n",
      "4   2024-03-02 00:00:00+08:00  2.6765  2.7279  2.6650  2.7072   735525.1   \n",
      "..                        ...     ...     ...     ...     ...        ...   \n",
      "310 2024-03-14 18:00:00+08:00  4.2710  4.3194  4.2229  4.2975   771329.3   \n",
      "311 2024-03-14 19:00:00+08:00  4.2974  4.3170  4.2290  4.2487   726505.0   \n",
      "312 2024-03-14 20:00:00+08:00  4.2489  4.3415  4.2489  4.3157   704678.2   \n",
      "313 2024-03-14 21:00:00+08:00  4.3158  4.3470  4.1326  4.2174  1573070.0   \n",
      "314 2024-03-14 22:00:00+08:00  4.2174  4.2686  4.1405  4.1427   976647.3   \n",
      "\n",
      "                             close_time  quote_volume  trade_num  \\\n",
      "0   2024-03-01 20:59:59.999000064+08:00  2.706713e+06     9252.0   \n",
      "1   2024-03-01 21:59:59.999000064+08:00  5.495968e+06    18568.0   \n",
      "2   2024-03-01 22:59:59.999000064+08:00  3.145470e+06    11635.0   \n",
      "3   2024-03-01 23:59:59.999000064+08:00  2.452525e+06    11331.0   \n",
      "4   2024-03-02 00:59:59.999000064+08:00  1.985938e+06     8578.0   \n",
      "..                                  ...           ...        ...   \n",
      "310 2024-03-14 18:59:59.999000064+08:00  3.297928e+06    26140.0   \n",
      "311 2024-03-14 19:59:59.999000064+08:00  3.100543e+06    20969.0   \n",
      "312 2024-03-14 20:59:59.999000064+08:00  3.029769e+06    24648.0   \n",
      "313 2024-03-14 21:59:59.999000064+08:00  6.633553e+06    40553.0   \n",
      "314 2024-03-14 22:59:59.999000064+08:00  4.103113e+06    27055.0   \n",
      "\n",
      "     taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       457810.8                  1.262716e+06  TONUSDT  \n",
      "1                      1013105.1                  2.787532e+06  TONUSDT  \n",
      "2                       490836.5                  1.344145e+06  TONUSDT  \n",
      "3                       404728.1                  1.103585e+06  TONUSDT  \n",
      "4                       369089.8                  9.971943e+05  TONUSDT  \n",
      "..                           ...                           ...      ...  \n",
      "310                     372296.9                  1.592477e+06  TONUSDT  \n",
      "311                     324423.9                  1.385293e+06  TONUSDT  \n",
      "312                     353523.6                  1.520043e+06  TONUSDT  \n",
      "313                     697583.9                  2.943365e+06  TONUSDT  \n",
      "314                     476729.9                  2.004556e+06  TONUSDT  \n",
      "\n",
      "[315 rows x 12 columns], 'SNXUSDT':              candle_begin_time   open   high    low  close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  2.566  2.607  2.561  2.598   574005.1   \n",
      "1    2023-01-23 08:00:00+08:00  2.597  2.683  2.591  2.594  1390518.5   \n",
      "2    2023-01-23 09:00:00+08:00  2.594  2.633  2.588  2.613   818747.4   \n",
      "3    2023-01-23 10:00:00+08:00  2.613  2.635  2.608  2.623   404506.9   \n",
      "4    2023-01-23 11:00:00+08:00  2.623  2.626  2.582  2.585   492374.0   \n",
      "...                        ...    ...    ...    ...    ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  4.886  4.920  4.829  4.844   460626.0   \n",
      "9996 2024-03-14 19:00:00+08:00  4.844  4.849  4.754  4.804  1143684.1   \n",
      "9997 2024-03-14 20:00:00+08:00  4.804  4.841  4.759  4.791   633302.4   \n",
      "9998 2024-03-14 21:00:00+08:00  4.791  4.813  4.580  4.665  1849314.6   \n",
      "9999 2024-03-14 22:00:00+08:00  4.665  4.763  4.644  4.690  1466840.2   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.483530e+06     5684.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  3.662433e+06    13327.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  2.139196e+06     8620.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.060825e+06     5081.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.282531e+06     5651.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  2.246476e+06    13958.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  5.480130e+06    26911.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  3.038529e+06    17689.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  8.667195e+06    45982.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  6.892736e+06    35650.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                        282469.8                  7.303684e+05  SNXUSDT  \n",
      "1                        681771.2                  1.796614e+06  SNXUSDT  \n",
      "2                        424615.1                  1.109314e+06  SNXUSDT  \n",
      "3                        199753.4                  5.238491e+05  SNXUSDT  \n",
      "4                        209152.0                  5.449548e+05  SNXUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                     238571.3                  1.164210e+06  SNXUSDT  \n",
      "9996                     567874.2                  2.721534e+06  SNXUSDT  \n",
      "9997                     334951.7                  1.607898e+06  SNXUSDT  \n",
      "9998                     780994.8                  3.663609e+06  SNXUSDT  \n",
      "9999                     657421.2                  3.088550e+06  SNXUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'DEFIUSDT':              candle_begin_time    open    high     low   close   volume  \\\n",
      "0    2023-01-23 07:00:00+08:00   620.2   624.8   618.2   622.4  137.152   \n",
      "1    2023-01-23 08:00:00+08:00   622.5   632.8   621.9   629.4  236.101   \n",
      "2    2023-01-23 09:00:00+08:00   629.4   637.1   629.4   631.0  172.959   \n",
      "3    2023-01-23 10:00:00+08:00   631.2   636.5   630.7   635.2   71.227   \n",
      "4    2023-01-23 11:00:00+08:00   635.2   636.1   627.7   628.5   91.837   \n",
      "...                        ...     ...     ...     ...     ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  1467.5  1470.6  1455.1  1458.6   69.358   \n",
      "9996 2024-03-14 19:00:00+08:00  1458.5  1462.6  1437.5  1461.9  112.766   \n",
      "9997 2024-03-14 20:00:00+08:00  1461.5  1471.6  1446.8  1455.3  163.849   \n",
      "9998 2024-03-14 21:00:00+08:00  1455.8  1459.5  1396.7  1416.5  418.955   \n",
      "9999 2024-03-14 22:00:00+08:00  1416.4  1446.6  1416.0  1432.5  232.685   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00    85245.8820      920.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00   148379.8413     1405.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00   109626.5557     1036.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00    45112.2980      722.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00    58081.5865      732.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00   101596.6532     2046.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00   164081.1836     3043.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00   238527.0735     3278.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00   594518.1904     7436.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00   333115.5641     5309.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                          72.701                    45190.8730  DEFIUSDT  \n",
      "1                         122.954                    77229.5402  DEFIUSDT  \n",
      "2                          90.311                    57222.5058  DEFIUSDT  \n",
      "3                          40.341                    25555.7422  DEFIUSDT  \n",
      "4                          41.956                    26531.6349  DEFIUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9995                       39.422                    57705.3601  DEFIUSDT  \n",
      "9996                       61.343                    89313.6308  DEFIUSDT  \n",
      "9997                      115.267                   167489.0220  DEFIUSDT  \n",
      "9998                      179.758                   255034.6214  DEFIUSDT  \n",
      "9999                      100.786                   144319.2655  DEFIUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'FTMUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.3784  0.3847  0.3776  0.3805  28328538.0   \n",
      "1    2023-01-23 08:00:00+08:00  0.3805  0.3843  0.3760  0.3805  36092051.0   \n",
      "2    2023-01-23 09:00:00+08:00  0.3805  0.3892  0.3795  0.3801  33285026.0   \n",
      "3    2023-01-23 10:00:00+08:00  0.3802  0.3921  0.3797  0.3885  37569782.0   \n",
      "4    2023-01-23 11:00:00+08:00  0.3886  0.3887  0.3797  0.3839  29706766.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.8747  0.8884  0.8702  0.8728  23161919.0   \n",
      "9996 2024-03-14 19:00:00+08:00  0.8729  0.8778  0.8580  0.8668  16332364.0   \n",
      "9997 2024-03-14 20:00:00+08:00  0.8672  0.8715  0.8523  0.8603  15873821.0   \n",
      "9998 2024-03-14 21:00:00+08:00  0.8604  0.8643  0.8414  0.8616  31914653.0   \n",
      "9999 2024-03-14 22:00:00+08:00  0.8615  0.8818  0.8424  0.8453  39796234.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.079574e+07    25454.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.373247e+07    32066.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  1.279526e+07    30722.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.456760e+07    29994.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.141292e+07    27001.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  2.031657e+07    60238.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.415305e+07    49129.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  1.364876e+07    48176.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  2.722079e+07    89842.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  3.425113e+07   117299.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                      15219520.0                  5.800710e+06  FTMUSDT  \n",
      "1                      17992479.0                  6.848472e+06  FTMUSDT  \n",
      "2                      16434817.0                  6.321268e+06  FTMUSDT  \n",
      "3                      19525053.0                  7.568634e+06  FTMUSDT  \n",
      "4                      13232189.0                  5.084151e+06  FTMUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                   10563042.0                  9.264039e+06  FTMUSDT  \n",
      "9996                    7529827.0                  6.524976e+06  FTMUSDT  \n",
      "9997                    8511446.0                  7.321970e+06  FTMUSDT  \n",
      "9998                   14548162.0                  1.241231e+07  FTMUSDT  \n",
      "9999                   20037879.0                  1.725436e+07  FTMUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'HBARUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.06962  0.06970  0.06889  0.06901   \n",
      "1    2023-01-23 08:00:00+08:00  0.06901  0.06984  0.06889  0.06946   \n",
      "2    2023-01-23 09:00:00+08:00  0.06946  0.07013  0.06932  0.06944   \n",
      "3    2023-01-23 10:00:00+08:00  0.06945  0.07017  0.06918  0.06969   \n",
      "4    2023-01-23 11:00:00+08:00  0.06970  0.07034  0.06942  0.06958   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.13059  0.13062  0.12898  0.12944   \n",
      "9996 2024-03-14 19:00:00+08:00  0.12944  0.12960  0.12770  0.12887   \n",
      "9997 2024-03-14 20:00:00+08:00  0.12887  0.12918  0.12771  0.12807   \n",
      "9998 2024-03-14 21:00:00+08:00  0.12808  0.12832  0.12371  0.12534   \n",
      "9999 2024-03-14 22:00:00+08:00  0.12535  0.12692  0.12507  0.12601   \n",
      "\n",
      "          volume                          close_time  quote_volume  trade_num  \\\n",
      "0     22952150.0 2023-01-23 07:59:59.999000064+08:00  1.589532e+06     7621.0   \n",
      "1     25274713.0 2023-01-23 08:59:59.999000064+08:00  1.754079e+06     8992.0   \n",
      "2     23242092.0 2023-01-23 09:59:59.999000064+08:00  1.620451e+06     8127.0   \n",
      "3     27723998.0 2023-01-23 10:59:59.999000064+08:00  1.934427e+06     8330.0   \n",
      "4     19198420.0 2023-01-23 11:59:59.999000064+08:00  1.340876e+06     6403.0   \n",
      "...          ...                                 ...           ...        ...   \n",
      "9995   9214487.0 2024-03-14 18:59:59.999000064+08:00  1.195519e+06    10652.0   \n",
      "9996  31219076.0 2024-03-14 19:59:59.999000064+08:00  4.008013e+06    26378.0   \n",
      "9997  14769649.0 2024-03-14 20:59:59.999000064+08:00  1.894510e+06    13489.0   \n",
      "9998  61526091.0 2024-03-14 21:59:59.999000064+08:00  7.756757e+06    44645.0   \n",
      "9999  25968049.0 2024-03-14 22:59:59.999000064+08:00  3.270107e+06    25111.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                      10363237.0                  7.174963e+05  HBARUSDT  \n",
      "1                      12398709.0                  8.604724e+05  HBARUSDT  \n",
      "2                      11539379.0                  8.049322e+05  HBARUSDT  \n",
      "3                      13314982.0                  9.287293e+05  HBARUSDT  \n",
      "4                       8916679.0                  6.230148e+05  HBARUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9995                    4528136.0                  5.874339e+05  HBARUSDT  \n",
      "9996                   16169020.0                  2.076369e+06  HBARUSDT  \n",
      "9997                    8232897.0                  1.055863e+06  HBARUSDT  \n",
      "9998                   30362573.0                  3.826306e+06  HBARUSDT  \n",
      "9999                   12570566.0                  1.582986e+06  HBARUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'CFXUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-02-20 22:00:00+08:00  0.3213  0.3213  0.2893  0.2971  46565533.0   \n",
      "1    2023-02-20 23:00:00+08:00  0.2970  0.3088  0.2934  0.2998  44970917.0   \n",
      "2    2023-02-21 00:00:00+08:00  0.2999  0.3196  0.2820  0.2995  98709092.0   \n",
      "3    2023-02-21 01:00:00+08:00  0.2994  0.3062  0.2936  0.2948  32031974.0   \n",
      "4    2023-02-21 02:00:00+08:00  0.2949  0.2984  0.2832  0.2953  38285231.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "9308 2024-03-14 18:00:00+08:00  0.3618  0.3676  0.3604  0.3654  18283036.0   \n",
      "9309 2024-03-14 19:00:00+08:00  0.3653  0.3664  0.3573  0.3647  28424664.0   \n",
      "9310 2024-03-14 20:00:00+08:00  0.3646  0.3656  0.3554  0.3595  20644001.0   \n",
      "9311 2024-03-14 21:00:00+08:00  0.3594  0.3600  0.3450  0.3509  38786959.0   \n",
      "9312 2024-03-14 22:00:00+08:00  0.3508  0.3669  0.3500  0.3605  50196255.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-02-20 22:59:59.999000064+08:00  1.393449e+07    45619.0   \n",
      "1    2023-02-20 23:59:59.999000064+08:00  1.353410e+07    48251.0   \n",
      "2    2023-02-21 00:59:59.999000064+08:00  2.967958e+07   111305.0   \n",
      "3    2023-02-21 01:59:59.999000064+08:00  9.594268e+06    39329.0   \n",
      "4    2023-02-21 02:59:59.999000064+08:00  1.112774e+07    46893.0   \n",
      "...                                  ...           ...        ...   \n",
      "9308 2024-03-14 18:59:59.999000064+08:00  6.654425e+06    25602.0   \n",
      "9309 2024-03-14 19:59:59.999000064+08:00  1.030659e+07    32972.0   \n",
      "9310 2024-03-14 20:59:59.999000064+08:00  7.415821e+06    26545.0   \n",
      "9311 2024-03-14 21:59:59.999000064+08:00  1.365201e+07    53429.0   \n",
      "9312 2024-03-14 22:59:59.999000064+08:00  1.811804e+07    67248.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                      22167436.0                  6.635148e+06  CFXUSDT  \n",
      "1                      22130055.0                  6.664629e+06  CFXUSDT  \n",
      "2                      49433024.0                  1.487597e+07  CFXUSDT  \n",
      "3                      15443860.0                  4.628612e+06  CFXUSDT  \n",
      "4                      20194248.0                  5.874146e+06  CFXUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9308                    9302457.0                  3.385949e+06  CFXUSDT  \n",
      "9309                   12650217.0                  4.590212e+06  CFXUSDT  \n",
      "9310                    9299652.0                  3.340612e+06  CFXUSDT  \n",
      "9311                   17407288.0                  6.128709e+06  CFXUSDT  \n",
      "9312                   25492575.0                  9.200082e+06  CFXUSDT  \n",
      "\n",
      "[9313 rows x 12 columns], 'BLURUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-04-28 20:00:00+08:00  0.7439  0.7439  0.6761  0.6998   5874112.0   \n",
      "1    2023-04-28 21:00:00+08:00  0.6996  0.7053  0.6602  0.6795   9176103.0   \n",
      "2    2023-04-28 22:00:00+08:00  0.6797  0.6857  0.6577  0.6661   7416976.0   \n",
      "3    2023-04-28 23:00:00+08:00  0.6659  0.6860  0.6653  0.6815   8772198.0   \n",
      "4    2023-04-29 00:00:00+08:00  0.6817  0.6889  0.6697  0.6748   4289422.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "7702 2024-03-14 18:00:00+08:00  0.6891  0.6898  0.6779  0.6804   5515213.0   \n",
      "7703 2024-03-14 19:00:00+08:00  0.6804  0.6820  0.6707  0.6798   6723069.0   \n",
      "7704 2024-03-14 20:00:00+08:00  0.6799  0.6824  0.6728  0.6771   5299856.0   \n",
      "7705 2024-03-14 21:00:00+08:00  0.6771  0.6787  0.6516  0.6620  13143879.0   \n",
      "7706 2024-03-14 22:00:00+08:00  0.6618  0.6752  0.6613  0.6677  13267909.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-04-28 20:59:59.999000064+08:00  4.121651e+06    16064.0   \n",
      "1    2023-04-28 21:59:59.999000064+08:00  6.274568e+06    19283.0   \n",
      "2    2023-04-28 22:59:59.999000064+08:00  4.992328e+06    17983.0   \n",
      "3    2023-04-28 23:59:59.999000064+08:00  5.941294e+06    19431.0   \n",
      "4    2023-04-29 00:59:59.999000064+08:00  2.903964e+06     9676.0   \n",
      "...                                  ...           ...        ...   \n",
      "7702 2024-03-14 18:59:59.999000064+08:00  3.771729e+06    14260.0   \n",
      "7703 2024-03-14 19:59:59.999000064+08:00  4.544521e+06    17441.0   \n",
      "7704 2024-03-14 20:59:59.999000064+08:00  3.586704e+06    17295.0   \n",
      "7705 2024-03-14 21:59:59.999000064+08:00  8.726425e+06    37972.0   \n",
      "7706 2024-03-14 22:59:59.999000064+08:00  8.858298e+06    34462.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                       2718089.0                  1.907507e+06  BLURUSDT  \n",
      "1                       3603243.0                  2.467152e+06  BLURUSDT  \n",
      "2                       3538525.0                  2.382504e+06  BLURUSDT  \n",
      "3                       4668188.0                  3.162425e+06  BLURUSDT  \n",
      "4                       1824767.0                  1.236791e+06  BLURUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "7702                    2632782.0                  1.799949e+06  BLURUSDT  \n",
      "7703                    3121205.0                  2.109686e+06  BLURUSDT  \n",
      "7704                    2627039.0                  1.778223e+06  BLURUSDT  \n",
      "7705                    6018642.0                  3.994642e+06  BLURUSDT  \n",
      "7706                    6831262.0                  4.561140e+06  BLURUSDT  \n",
      "\n",
      "[7707 rows x 12 columns], '1000PEPEUSDT':              candle_begin_time      open      high       low     close  \\\n",
      "0    2023-05-06 00:00:00+08:00  0.003948  0.004458  0.003815  0.004218   \n",
      "1    2023-05-06 01:00:00+08:00  0.004217  0.004319  0.003510  0.003765   \n",
      "2    2023-05-06 02:00:00+08:00  0.003768  0.003838  0.002944  0.003079   \n",
      "3    2023-05-06 03:00:00+08:00  0.003076  0.003459  0.003008  0.003344   \n",
      "4    2023-05-06 04:00:00+08:00  0.003346  0.003569  0.003208  0.003511   \n",
      "...                        ...       ...       ...       ...       ...   \n",
      "7530 2024-03-14 18:00:00+08:00  0.010336  0.010480  0.010151  0.010226   \n",
      "7531 2024-03-14 19:00:00+08:00  0.010226  0.010261  0.009869  0.010040   \n",
      "7532 2024-03-14 20:00:00+08:00  0.010040  0.010150  0.009864  0.010088   \n",
      "7533 2024-03-14 21:00:00+08:00  0.010088  0.010097  0.009494  0.009758   \n",
      "7534 2024-03-14 22:00:00+08:00  0.009757  0.010080  0.009713  0.010036   \n",
      "\n",
      "            volume                          close_time  quote_volume  \\\n",
      "0     1.597022e+10 2023-05-06 00:59:59.999000064+08:00  6.725658e+07   \n",
      "1     4.722454e+10 2023-05-06 01:59:59.999000064+08:00  1.814016e+08   \n",
      "2     8.569297e+10 2023-05-06 02:59:59.999000064+08:00  2.772331e+08   \n",
      "3     4.934839e+10 2023-05-06 03:59:59.999000064+08:00  1.590027e+08   \n",
      "4     3.137253e+10 2023-05-06 04:59:59.999000064+08:00  1.064996e+08   \n",
      "...            ...                                 ...           ...   \n",
      "7530  1.072837e+10 2024-03-14 18:59:59.999000064+08:00  1.108313e+08   \n",
      "7531  1.845353e+10 2024-03-14 19:59:59.999000064+08:00  1.849759e+08   \n",
      "7532  1.122927e+10 2024-03-14 20:59:59.999000064+08:00  1.125534e+08   \n",
      "7533  2.481095e+10 2024-03-14 21:59:59.999000064+08:00  2.420211e+08   \n",
      "7534  2.252818e+10 2024-03-14 22:59:59.999000064+08:00  2.230671e+08   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0      189648.0                 8.178822e+09                  3.445422e+07   \n",
      "1      529011.0                 2.303230e+10                  8.844122e+07   \n",
      "2      834390.0                 4.221435e+10                  1.365764e+08   \n",
      "3      512377.0                 2.521792e+10                  8.126048e+07   \n",
      "4      380626.0                 1.619237e+10                  5.501467e+07   \n",
      "...         ...                          ...                           ...   \n",
      "7530   330215.0                 5.084465e+09                  5.256044e+07   \n",
      "7531   405227.0                 8.684985e+09                  8.710027e+07   \n",
      "7532   299196.0                 5.795473e+09                  5.813369e+07   \n",
      "7533   569796.0                 1.148775e+10                  1.121156e+08   \n",
      "7534   488978.0                 1.166028e+10                  1.155182e+08   \n",
      "\n",
      "            symbol  \n",
      "0     1000PEPEUSDT  \n",
      "1     1000PEPEUSDT  \n",
      "2     1000PEPEUSDT  \n",
      "3     1000PEPEUSDT  \n",
      "4     1000PEPEUSDT  \n",
      "...            ...  \n",
      "7530  1000PEPEUSDT  \n",
      "7531  1000PEPEUSDT  \n",
      "7532  1000PEPEUSDT  \n",
      "7533  1000PEPEUSDT  \n",
      "7534  1000PEPEUSDT  \n",
      "\n",
      "[7535 rows x 12 columns], 'GTCUSDT':              candle_begin_time   open   high    low  close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  1.713  1.737  1.706  1.722   423064.7   \n",
      "1    2023-01-23 08:00:00+08:00  1.722  1.782  1.719  1.745  1281469.7   \n",
      "2    2023-01-23 09:00:00+08:00  1.745  1.775  1.744  1.747   403656.1   \n",
      "3    2023-01-23 10:00:00+08:00  1.749  1.787  1.747  1.785   287677.5   \n",
      "4    2023-01-23 11:00:00+08:00  1.785  1.785  1.744  1.751   438787.2   \n",
      "...                        ...    ...    ...    ...    ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  2.316  2.318  2.223  2.230   735485.9   \n",
      "9996 2024-03-14 19:00:00+08:00  2.230  2.239  2.200  2.227   645566.4   \n",
      "9997 2024-03-14 20:00:00+08:00  2.226  2.241  2.204  2.219   323207.5   \n",
      "9998 2024-03-14 21:00:00+08:00  2.218  2.223  2.122  2.158  1108108.3   \n",
      "9999 2024-03-14 22:00:00+08:00  2.157  2.204  2.156  2.175   710680.9   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  7.273722e+05     3822.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  2.245969e+06     9079.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  7.102597e+05     4002.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  5.088265e+05     2867.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  7.739371e+05     3584.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  1.665759e+06     8674.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.431996e+06     8919.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  7.175238e+05     6206.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  2.405094e+06    16506.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  1.548698e+06    12737.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                        200755.9                  3.451287e+05  GTCUSDT  \n",
      "1                        692606.2                  1.213353e+06  GTCUSDT  \n",
      "2                        208917.3                  3.678228e+05  GTCUSDT  \n",
      "3                        178378.1                  3.157055e+05  GTCUSDT  \n",
      "4                        149279.4                  2.633703e+05  GTCUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                     281120.2                  6.366157e+05  GTCUSDT  \n",
      "9996                     299875.4                  6.654733e+05  GTCUSDT  \n",
      "9997                     187379.7                  4.161489e+05  GTCUSDT  \n",
      "9998                     465703.0                  1.011428e+06  GTCUSDT  \n",
      "9999                     396381.6                  8.639871e+05  GTCUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'BICOUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-09-28 20:00:00+08:00  0.2530  0.2795  0.2521  0.2696  20434489.0   \n",
      "1    2023-09-28 21:00:00+08:00  0.2695  0.2810  0.2660  0.2782  29900874.0   \n",
      "2    2023-09-28 22:00:00+08:00  0.2782  0.2826  0.2659  0.2696  19163086.0   \n",
      "3    2023-09-28 23:00:00+08:00  0.2696  0.2763  0.2644  0.2746   9427395.0   \n",
      "4    2023-09-29 00:00:00+08:00  0.2745  0.2773  0.2625  0.2674  10764839.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "4030 2024-03-14 18:00:00+08:00  0.6951  0.6961  0.6879  0.6909    844004.0   \n",
      "4031 2024-03-14 19:00:00+08:00  0.6908  0.6956  0.6860  0.6896    981326.0   \n",
      "4032 2024-03-14 20:00:00+08:00  0.6895  0.6998  0.6833  0.6851   2217828.0   \n",
      "4033 2024-03-14 21:00:00+08:00  0.6851  0.6863  0.6538  0.6624   2749588.0   \n",
      "4034 2024-03-14 22:00:00+08:00  0.6623  0.6799  0.6617  0.6737   1685747.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-09-28 20:59:59.999000064+08:00  5.450172e+06    33602.0   \n",
      "1    2023-09-28 21:59:59.999000064+08:00  8.181350e+06    57816.0   \n",
      "2    2023-09-28 22:59:59.999000064+08:00  5.234838e+06    38805.0   \n",
      "3    2023-09-28 23:59:59.999000064+08:00  2.534461e+06    20739.0   \n",
      "4    2023-09-29 00:59:59.999000064+08:00  2.897719e+06    23641.0   \n",
      "...                                  ...           ...        ...   \n",
      "4030 2024-03-14 18:59:59.999000064+08:00  5.836716e+05     7519.0   \n",
      "4031 2024-03-14 19:59:59.999000064+08:00  6.772581e+05     8738.0   \n",
      "4032 2024-03-14 20:59:59.999000064+08:00  1.527669e+06    12607.0   \n",
      "4033 2024-03-14 21:59:59.999000064+08:00  1.835559e+06    21013.0   \n",
      "4034 2024-03-14 22:59:59.999000064+08:00  1.131466e+06    12739.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                       9655433.0                  2.576793e+06  BICOUSDT  \n",
      "1                      14880612.0                  4.076550e+06  BICOUSDT  \n",
      "2                       9341864.0                  2.553723e+06  BICOUSDT  \n",
      "3                       5014218.0                  1.348784e+06  BICOUSDT  \n",
      "4                       5205210.0                  1.401541e+06  BICOUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "4030                     450526.0                  3.116275e+05  BICOUSDT  \n",
      "4031                     457092.0                  3.154803e+05  BICOUSDT  \n",
      "4032                    1269882.0                  8.756404e+05  BICOUSDT  \n",
      "4033                    1255116.0                  8.369695e+05  BICOUSDT  \n",
      "4034                     939448.0                  6.308386e+05  BICOUSDT  \n",
      "\n",
      "[4035 rows x 12 columns], 'SNTUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2023-11-02 20:00:00+08:00  0.05320  0.05810  0.05320  0.05648   \n",
      "1    2023-11-02 21:00:00+08:00  0.05654  0.05666  0.05134  0.05367   \n",
      "2    2023-11-02 22:00:00+08:00  0.05367  0.05591  0.05307  0.05379   \n",
      "3    2023-11-02 23:00:00+08:00  0.05379  0.05388  0.05064  0.05204   \n",
      "4    2023-11-03 00:00:00+08:00  0.05204  0.05344  0.05147  0.05201   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "3190 2024-03-14 18:00:00+08:00  0.05523  0.05528  0.05435  0.05445   \n",
      "3191 2024-03-14 19:00:00+08:00  0.05444  0.05456  0.05354  0.05424   \n",
      "3192 2024-03-14 20:00:00+08:00  0.05423  0.05440  0.05318  0.05370   \n",
      "3193 2024-03-14 21:00:00+08:00  0.05370  0.05392  0.05113  0.05185   \n",
      "3194 2024-03-14 22:00:00+08:00  0.05186  0.05287  0.05167  0.05208   \n",
      "\n",
      "           volume                          close_time  quote_volume  \\\n",
      "0      87882604.0 2023-11-02 20:59:59.999000064+08:00  4.993571e+06   \n",
      "1     189284214.0 2023-11-02 21:59:59.999000064+08:00  1.017462e+07   \n",
      "2      62166312.0 2023-11-02 22:59:59.999000064+08:00  3.383980e+06   \n",
      "3      73111026.0 2023-11-02 23:59:59.999000064+08:00  3.834240e+06   \n",
      "4      34815738.0 2023-11-03 00:59:59.999000064+08:00  1.820432e+06   \n",
      "...           ...                                 ...           ...   \n",
      "3190    5498662.0 2024-03-14 18:59:59.999000064+08:00  3.012733e+05   \n",
      "3191    6264167.0 2024-03-14 19:59:59.999000064+08:00  3.383341e+05   \n",
      "3192   10534288.0 2024-03-14 20:59:59.999000064+08:00  5.660857e+05   \n",
      "3193   18083438.0 2024-03-14 21:59:59.999000064+08:00  9.450365e+05   \n",
      "3194   18459034.0 2024-03-14 22:59:59.999000064+08:00  9.633260e+05   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0       23334.0                   39699017.0                  2.256493e+06   \n",
      "1       47789.0                   91568464.0                  4.918823e+06   \n",
      "2       19990.0                   29615265.0                  1.612583e+06   \n",
      "3       22149.0                   37313759.0                  1.958977e+06   \n",
      "4       11554.0                   17280858.0                  9.043601e+05   \n",
      "...         ...                          ...                           ...   \n",
      "3190     3525.0                    1707711.0                  9.357187e+04   \n",
      "3191     4583.0                    2827311.0                  1.526823e+05   \n",
      "3192     6189.0                    4227596.0                  2.268471e+05   \n",
      "3193    13521.0                    7463412.0                  3.905500e+05   \n",
      "3194    11821.0                    9192115.0                  4.795668e+05   \n",
      "\n",
      "       symbol  \n",
      "0     SNTUSDT  \n",
      "1     SNTUSDT  \n",
      "2     SNTUSDT  \n",
      "3     SNTUSDT  \n",
      "4     SNTUSDT  \n",
      "...       ...  \n",
      "3190  SNTUSDT  \n",
      "3191  SNTUSDT  \n",
      "3192  SNTUSDT  \n",
      "3193  SNTUSDT  \n",
      "3194  SNTUSDT  \n",
      "\n",
      "[3195 rows x 12 columns], 'FETUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.2651  0.2673  0.2630  0.2656   4022474.0   \n",
      "1    2023-01-23 08:00:00+08:00  0.2656  0.2700  0.2640  0.2688   4946782.0   \n",
      "2    2023-01-23 09:00:00+08:00  0.2687  0.2719  0.2680  0.2687   3094766.0   \n",
      "3    2023-01-23 10:00:00+08:00  0.2688  0.2729  0.2675  0.2719   3243556.0   \n",
      "4    2023-01-23 11:00:00+08:00  0.2718  0.2726  0.2630  0.2642   4558191.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "9995 2024-03-14 18:00:00+08:00  2.6853  2.7143  2.6210  2.6601  10193555.0   \n",
      "9996 2024-03-14 19:00:00+08:00  2.6601  2.6670  2.5932  2.6556   6188316.0   \n",
      "9997 2024-03-14 20:00:00+08:00  2.6557  2.6661  2.6021  2.6205   5240334.0   \n",
      "9998 2024-03-14 21:00:00+08:00  2.6205  2.6479  2.5500  2.6245  12603123.0   \n",
      "9999 2024-03-14 22:00:00+08:00  2.6251  2.6950  2.6151  2.6667  11573746.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.066014e+06     4742.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.321851e+06     5523.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  8.359638e+05     3668.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  8.749611e+05     3396.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.222062e+06     5067.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  2.720771e+07   109288.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.629974e+07    84440.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  1.377180e+07    69857.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  3.258294e+07   143198.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  3.072433e+07   148793.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       2235392.0                  5.925300e+05  FETUSDT  \n",
      "1                       2436174.0                  6.514212e+05  FETUSDT  \n",
      "2                       1412567.0                  3.817899e+05  FETUSDT  \n",
      "3                       1567906.0                  4.231425e+05  FETUSDT  \n",
      "4                       1666770.0                  4.480975e+05  FETUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                    4630736.0                  1.236563e+07  FETUSDT  \n",
      "9996                    2638804.0                  6.952705e+06  FETUSDT  \n",
      "9997                    2453592.0                  6.452487e+06  FETUSDT  \n",
      "9998                    5783518.0                  1.495146e+07  FETUSDT  \n",
      "9999                    5343162.0                  1.419047e+07  FETUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'ANTUSDT':              candle_begin_time    open    high     low   close    volume  \\\n",
      "0    2023-01-23 07:00:00+08:00   3.013   3.031   2.985   3.027  238543.6   \n",
      "1    2023-01-23 08:00:00+08:00   3.026   3.085   3.022   3.063  231318.8   \n",
      "2    2023-01-23 09:00:00+08:00   3.064   3.098   3.060   3.064  265957.3   \n",
      "3    2023-01-23 10:00:00+08:00   3.064   3.096   3.063   3.089  146455.0   \n",
      "4    2023-01-23 11:00:00+08:00   3.088   3.100   3.054   3.062  117149.4   \n",
      "...                        ...     ...     ...     ...     ...       ...   \n",
      "9995 2024-03-14 18:00:00+08:00  10.080  10.084  10.024  10.041   13845.6   \n",
      "9996 2024-03-14 19:00:00+08:00  10.040  10.056   9.944  10.024   26955.8   \n",
      "9997 2024-03-14 20:00:00+08:00  10.024  10.051   9.921   9.985   31140.6   \n",
      "9998 2024-03-14 21:00:00+08:00   9.984   9.998   9.721   9.821   45420.3   \n",
      "9999 2024-03-14 22:00:00+08:00   9.816   9.939   9.794   9.845   44950.9   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00   716475.6896     3944.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00   706902.9639     4526.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00   819761.3305     4374.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00   450907.2700     3240.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00   360607.6535     2970.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00   139277.1199     1940.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00   269746.7540     3422.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00   311068.3636     4306.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00   447453.7952     6560.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00   442404.3377     5613.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                        132161.0                   396797.2802  ANTUSDT  \n",
      "1                         98784.2                   301860.2785  ANTUSDT  \n",
      "2                        125722.3                   387716.3152  ANTUSDT  \n",
      "3                         69530.7                   214120.3952  ANTUSDT  \n",
      "4                         48063.4                   147922.7412  ANTUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                       6407.2                    64449.4975  ANTUSDT  \n",
      "9996                      12948.5                   129600.1566  ANTUSDT  \n",
      "9997                      17294.9                   172770.4983  ANTUSDT  \n",
      "9998                      21211.0                   208819.2222  ANTUSDT  \n",
      "9999                      24487.7                   240984.7376  ANTUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'ONGUSDT':              candle_begin_time    open    high     low   close      volume  \\\n",
      "0    2023-11-27 21:00:00+08:00  0.4575  0.4640  0.4353  0.4539  16022040.0   \n",
      "1    2023-11-27 22:00:00+08:00  0.4536  0.4735  0.4379  0.4443  16503263.0   \n",
      "2    2023-11-27 23:00:00+08:00  0.4447  0.4550  0.4423  0.4433   6325091.0   \n",
      "3    2023-11-28 00:00:00+08:00  0.4432  0.4442  0.3949  0.4108  15672620.0   \n",
      "4    2023-11-28 01:00:00+08:00  0.4108  0.4159  0.3893  0.3993   6866971.0   \n",
      "...                        ...     ...     ...     ...     ...         ...   \n",
      "2589 2024-03-14 18:00:00+08:00  0.4726  0.4732  0.4679  0.4694    592467.0   \n",
      "2590 2024-03-14 19:00:00+08:00  0.4692  0.4705  0.4613  0.4656   2384055.0   \n",
      "2591 2024-03-14 20:00:00+08:00  0.4654  0.4700  0.4611  0.4628   1162258.0   \n",
      "2592 2024-03-14 21:00:00+08:00  0.4628  0.4648  0.4387  0.4452   3588489.0   \n",
      "2593 2024-03-14 22:00:00+08:00  0.4451  0.4535  0.4444  0.4486   2265104.0   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-11-27 21:59:59.999000064+08:00  7.180197e+06    33560.0   \n",
      "1    2023-11-27 22:59:59.999000064+08:00  7.544901e+06    37904.0   \n",
      "2    2023-11-27 23:59:59.999000064+08:00  2.838199e+06    16630.0   \n",
      "3    2023-11-28 00:59:59.999000064+08:00  6.570143e+06    33755.0   \n",
      "4    2023-11-28 01:59:59.999000064+08:00  2.752736e+06    15481.0   \n",
      "...                                  ...           ...        ...   \n",
      "2589 2024-03-14 18:59:59.999000064+08:00  2.788370e+05     2829.0   \n",
      "2590 2024-03-14 19:59:59.999000064+08:00  1.108342e+06     8231.0   \n",
      "2591 2024-03-14 20:59:59.999000064+08:00  5.404351e+05     6304.0   \n",
      "2592 2024-03-14 21:59:59.999000064+08:00  1.615339e+06    13407.0   \n",
      "2593 2024-03-14 22:59:59.999000064+08:00  1.016740e+06    10221.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       7600941.0                  3.405739e+06  ONGUSDT  \n",
      "1                       8052703.0                  3.684591e+06  ONGUSDT  \n",
      "2                       3281042.0                  1.473264e+06  ONGUSDT  \n",
      "3                       6688342.0                  2.800880e+06  ONGUSDT  \n",
      "4                       2951673.0                  1.184142e+06  ONGUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "2589                     260384.0                  1.225298e+05  ONGUSDT  \n",
      "2590                     957546.0                  4.452501e+05  ONGUSDT  \n",
      "2591                     524547.0                  2.440253e+05  ONGUSDT  \n",
      "2592                    1437038.0                  6.472891e+05  ONGUSDT  \n",
      "2593                    1096870.0                  4.928160e+05  ONGUSDT  \n",
      "\n",
      "[2594 rows x 12 columns], 'BATUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.2421  0.2443  0.2411  0.2439  4391959.5   \n",
      "1    2023-01-23 08:00:00+08:00  0.2440  0.2491  0.2439  0.2472  6019073.9   \n",
      "2    2023-01-23 09:00:00+08:00  0.2471  0.2511  0.2471  0.2486  3937284.7   \n",
      "3    2023-01-23 10:00:00+08:00  0.2487  0.2512  0.2481  0.2507  2763668.0   \n",
      "4    2023-01-23 11:00:00+08:00  0.2507  0.2513  0.2477  0.2496  3646024.2   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  0.3703  0.3707  0.3654  0.3665  1080242.4   \n",
      "9996 2024-03-14 19:00:00+08:00  0.3665  0.3672  0.3604  0.3660  3573215.6   \n",
      "9997 2024-03-14 20:00:00+08:00  0.3661  0.3686  0.3622  0.3638  1874502.4   \n",
      "9998 2024-03-14 21:00:00+08:00  0.3638  0.3653  0.3481  0.3528  7098584.8   \n",
      "9999 2024-03-14 22:00:00+08:00  0.3528  0.3591  0.3523  0.3568  4035662.6   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  1.066289e+06     4763.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  1.484979e+06     7244.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  9.818562e+05     5091.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  6.894932e+05     3586.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  9.108433e+05     4453.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  3.978697e+05     4152.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  1.298232e+06    13245.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  6.850791e+05     7103.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  2.520526e+06    21924.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  1.436099e+06    12583.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume   symbol  \n",
      "0                       2125138.6                  5.158439e+05  BATUSDT  \n",
      "1                       3135660.7                  7.737457e+05  BATUSDT  \n",
      "2                       1705829.8                  4.253244e+05  BATUSDT  \n",
      "3                       1430198.9                  3.568572e+05  BATUSDT  \n",
      "4                       1756721.9                  4.388717e+05  BATUSDT  \n",
      "...                           ...                           ...      ...  \n",
      "9995                     542845.4                  1.999506e+05  BATUSDT  \n",
      "9996                    1769413.9                  6.428571e+05  BATUSDT  \n",
      "9997                     741535.1                  2.710656e+05  BATUSDT  \n",
      "9998                    3494654.7                  1.241352e+06  BATUSDT  \n",
      "9999                    1845974.4                  6.570310e+05  BATUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'KAVAUSDT':              candle_begin_time    open    high     low   close     volume  \\\n",
      "0    2023-01-23 07:00:00+08:00  0.9979  1.0135  0.9913  0.9991  5421267.5   \n",
      "1    2023-01-23 08:00:00+08:00  0.9994  1.0153  0.9960  1.0101  3841207.0   \n",
      "2    2023-01-23 09:00:00+08:00  1.0100  1.0223  1.0090  1.0107  2517147.9   \n",
      "3    2023-01-23 10:00:00+08:00  1.0106  1.0255  1.0080  1.0213  1964888.9   \n",
      "4    2023-01-23 11:00:00+08:00  1.0212  1.0256  1.0110  1.0136  1765723.3   \n",
      "...                        ...     ...     ...     ...     ...        ...   \n",
      "9995 2024-03-14 18:00:00+08:00  1.1238  1.1249  1.1000  1.1034  1258643.5   \n",
      "9996 2024-03-14 19:00:00+08:00  1.1035  1.1058  1.0815  1.0902  2124767.0   \n",
      "9997 2024-03-14 20:00:00+08:00  1.0904  1.1001  1.0813  1.0881  1224896.6   \n",
      "9998 2024-03-14 21:00:00+08:00  1.0881  1.0910  1.0330  1.0486  4547386.3   \n",
      "9999 2024-03-14 22:00:00+08:00  1.0486  1.0689  1.0476  1.0549  5129593.3   \n",
      "\n",
      "                              close_time  quote_volume  trade_num  \\\n",
      "0    2023-01-23 07:59:59.999000064+08:00  5.429750e+06    20533.0   \n",
      "1    2023-01-23 08:59:59.999000064+08:00  3.863685e+06    15983.0   \n",
      "2    2023-01-23 09:59:59.999000064+08:00  2.557828e+06    12480.0   \n",
      "3    2023-01-23 10:59:59.999000064+08:00  1.996926e+06    10021.0   \n",
      "4    2023-01-23 11:59:59.999000064+08:00  1.797796e+06     9104.0   \n",
      "...                                  ...           ...        ...   \n",
      "9995 2024-03-14 18:59:59.999000064+08:00  1.399109e+06    11654.0   \n",
      "9996 2024-03-14 19:59:59.999000064+08:00  2.318164e+06    17607.0   \n",
      "9997 2024-03-14 20:59:59.999000064+08:00  1.334284e+06    12599.0   \n",
      "9998 2024-03-14 21:59:59.999000064+08:00  4.811174e+06    36610.0   \n",
      "9999 2024-03-14 22:59:59.999000064+08:00  5.420960e+06    32684.0   \n",
      "\n",
      "      taker_buy_base_asset_volume  taker_buy_quote_asset_volume    symbol  \n",
      "0                       2668678.5                  2.672474e+06  KAVAUSDT  \n",
      "1                       2054755.1                  2.067081e+06  KAVAUSDT  \n",
      "2                       1232086.5                  1.252226e+06  KAVAUSDT  \n",
      "3                       1014908.8                  1.031632e+06  KAVAUSDT  \n",
      "4                        854234.4                  8.699232e+05  KAVAUSDT  \n",
      "...                           ...                           ...       ...  \n",
      "9995                     528024.5                  5.873190e+05  KAVAUSDT  \n",
      "9996                     958894.7                  1.046091e+06  KAVAUSDT  \n",
      "9997                     653018.9                  7.114337e+05  KAVAUSDT  \n",
      "9998                    1947217.6                  2.059872e+06  KAVAUSDT  \n",
      "9999                    2652808.8                  2.803671e+06  KAVAUSDT  \n",
      "\n",
      "[10000 rows x 12 columns], 'ALTUSDT':              candle_begin_time     open     high      low    close  \\\n",
      "0    2024-01-25 22:00:00+08:00  0.28516  0.34695  0.28516  0.34440   \n",
      "1    2024-01-25 23:00:00+08:00  0.34455  0.34860  0.32020  0.34328   \n",
      "2    2024-01-26 00:00:00+08:00  0.34328  0.34567  0.32630  0.32856   \n",
      "3    2024-01-26 01:00:00+08:00  0.32856  0.33278  0.32137  0.32934   \n",
      "4    2024-01-26 02:00:00+08:00  0.32933  0.33479  0.32350  0.32621   \n",
      "...                        ...      ...      ...      ...      ...   \n",
      "1172 2024-03-14 18:00:00+08:00  0.55913  0.55941  0.54573  0.54751   \n",
      "1173 2024-03-14 19:00:00+08:00  0.54751  0.55142  0.54155  0.55057   \n",
      "1174 2024-03-14 20:00:00+08:00  0.55061  0.55321  0.54140  0.54524   \n",
      "1175 2024-03-14 21:00:00+08:00  0.54527  0.56066  0.52801  0.53945   \n",
      "1176 2024-03-14 22:00:00+08:00  0.53940  0.54755  0.53610  0.53920   \n",
      "\n",
      "           volume                          close_time  quote_volume  \\\n",
      "0     224750933.0 2024-01-25 22:59:59.999000064+08:00  7.378099e+07   \n",
      "1     247084900.0 2024-01-25 23:59:59.999000064+08:00  8.268376e+07   \n",
      "2     163172619.0 2024-01-26 00:59:59.999000064+08:00  5.481420e+07   \n",
      "3     117861037.0 2024-01-26 01:59:59.999000064+08:00  3.844352e+07   \n",
      "4      79057908.0 2024-01-26 02:59:59.999000064+08:00  2.598738e+07   \n",
      "...           ...                                 ...           ...   \n",
      "1172   10050170.0 2024-03-14 18:59:59.999000064+08:00  5.544095e+06   \n",
      "1173   11405040.0 2024-03-14 19:59:59.999000064+08:00  6.240649e+06   \n",
      "1174    9572223.0 2024-03-14 20:59:59.999000064+08:00  5.230209e+06   \n",
      "1175   34661422.0 2024-03-14 21:59:59.999000064+08:00  1.873725e+07   \n",
      "1176   15338709.0 2024-03-14 22:59:59.999000064+08:00  8.311763e+06   \n",
      "\n",
      "      trade_num  taker_buy_base_asset_volume  taker_buy_quote_asset_volume  \\\n",
      "0      261764.0                  115209461.0                  3.783142e+07   \n",
      "1      361032.0                  124506897.0                  4.168871e+07   \n",
      "2      273113.0                   80286618.0                  2.699348e+07   \n",
      "3      242534.0                   60562692.0                  1.976536e+07   \n",
      "4      182700.0                   39127064.0                  1.286919e+07   \n",
      "...         ...                          ...                           ...   \n",
      "1172    31772.0                    3954840.0                  2.183347e+06   \n",
      "1173    42274.0                    5565977.0                  3.047441e+06   \n",
      "1174    40869.0                    3923465.0                  2.143916e+06   \n",
      "1175   102092.0                   16898510.0                  9.149979e+06   \n",
      "1176    59506.0                    7164519.0                  3.885067e+06   \n",
      "\n",
      "       symbol  \n",
      "0     ALTUSDT  \n",
      "1     ALTUSDT  \n",
      "2     ALTUSDT  \n",
      "3     ALTUSDT  \n",
      "4     ALTUSDT  \n",
      "...       ...  \n",
      "1172  ALTUSDT  \n",
      "1173  ALTUSDT  \n",
      "1174  ALTUSDT  \n",
      "1175  ALTUSDT  \n",
      "1176  ALTUSDT  \n",
      "\n",
      "[1177 rows x 12 columns]}\n",
      "保存资金数据完成，花费时间： 0.0032956600189208984\n"
     ]
    }
   ],
   "source": [
    "# =====并行获取所有币种的1小时K线\n",
    "s_time = time.time()\n",
    "if not bmac_fetch_data:\n",
    "    symbol_candle_data = fetch_all_binance_swap_candle_data(exchange, symbol_list, run_time, njob1)\n",
    "else:\n",
    "    symbol_candle_data = fetch_all_binance_swap_candle_data2(quant, symbol_list, run_time)\n",
    "print('获取所有币种K线数据完成，花费时间：', time.time() - s_time)\n",
    "print(symbol_candle_data)\n",
    "\n",
    "# =====获取当前资金费率\n",
    "s_time = time.time()\n",
    "if not bmac_fetch_data:\n",
    "    set_fundingrate(exchange)\n",
    "else:\n",
    "    get_fundingrate(quant, run_time)\n",
    "print('保存资金数据完成，花费时间：', time.time() - s_time)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "\"['candle_begin_time'] not in index\"",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[8], line 4\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# =====选币数据整理 & 选币\u001b[39;00m\n\u001b[1;32m      2\u001b[0m \u001b[38;5;66;03m#计算因子\u001b[39;00m\n\u001b[1;32m      3\u001b[0m s_time \u001b[38;5;241m=\u001b[39m time\u001b[38;5;241m.\u001b[39mtime()\n\u001b[0;32m----> 4\u001b[0m alldata \u001b[38;5;241m=\u001b[39m \u001b[43mcal_factor\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m      5\u001b[0m \u001b[43m    \u001b[49m\u001b[43msymbol_candle_data\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstrategy_list\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrun_time\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnjob2\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmin_kline_size\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmin_kline_size\u001b[49m\n\u001b[1;32m      6\u001b[0m \u001b[43m)\u001b[49m\n\u001b[1;32m      7\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m完成选币数据整理，花费时间：\u001b[39m\u001b[38;5;124m'\u001b[39m, time\u001b[38;5;241m.\u001b[39mtime() \u001b[38;5;241m-\u001b[39m s_time)\n\u001b[1;32m      9\u001b[0m \u001b[38;5;66;03m### 遍历账号，下单\u001b[39;00m\n",
      "File \u001b[0;32m~/BMAC中性2/多策略多账户/src_product_多/functions.py:194\u001b[0m, in \u001b[0;36mcal_factor\u001b[0;34m(symbol_candle_data, strategy_list, run_time, njob2, min_kline_size)\u001b[0m\n\u001b[1;32m    191\u001b[0m \tfundingrate_data \u001b[38;5;241m=\u001b[39m get_fundingrate()\n\u001b[1;32m    192\u001b[0m \tfundingrate_data \u001b[38;5;241m=\u001b[39m fundingrate_data[fundingrate_data[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124msymbol\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m==\u001b[39m symbol]\n\u001b[1;32m    193\u001b[0m \tdf \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mmerge(df,\n\u001b[0;32m--> 194\u001b[0m \t\t\t\t  \u001b[43mfundingrate_data\u001b[49m\u001b[43m[\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mcandle_begin_time\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43msymbol\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mfundingRate\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m]\u001b[49m,\n\u001b[1;32m    195\u001b[0m \t\t\t\t  on\u001b[38;5;241m=\u001b[39m[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcandle_begin_time\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msymbol\u001b[39m\u001b[38;5;124m'\u001b[39m], how\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mleft\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    196\u001b[0m \tsymbol_candle_datas[symbol] \u001b[38;5;241m=\u001b[39m df\n\u001b[1;32m    198\u001b[0m \u001b[38;5;66;03m# ===因子计算(并行)\u001b[39;00m\n\u001b[1;32m    199\u001b[0m \u001b[38;5;66;03m# 构建参数\u001b[39;00m\n",
      "File \u001b[0;32m~/anaconda3/envs/py38trading/lib/python3.8/site-packages/pandas/core/frame.py:3813\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   3811\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m is_iterator(key):\n\u001b[1;32m   3812\u001b[0m         key \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(key)\n\u001b[0;32m-> 3813\u001b[0m     indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcolumns\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_get_indexer_strict\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcolumns\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m[\u001b[38;5;241m1\u001b[39m]\n\u001b[1;32m   3815\u001b[0m \u001b[38;5;66;03m# take() does not accept boolean indexers\u001b[39;00m\n\u001b[1;32m   3816\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mgetattr\u001b[39m(indexer, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdtype\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m) \u001b[38;5;241m==\u001b[39m \u001b[38;5;28mbool\u001b[39m:\n",
      "File \u001b[0;32m~/anaconda3/envs/py38trading/lib/python3.8/site-packages/pandas/core/indexes/base.py:6070\u001b[0m, in \u001b[0;36mIndex._get_indexer_strict\u001b[0;34m(self, key, axis_name)\u001b[0m\n\u001b[1;32m   6067\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m   6068\u001b[0m     keyarr, indexer, new_indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_reindex_non_unique(keyarr)\n\u001b[0;32m-> 6070\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_raise_if_missing\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkeyarr\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mindexer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis_name\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   6072\u001b[0m keyarr \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtake(indexer)\n\u001b[1;32m   6073\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(key, Index):\n\u001b[1;32m   6074\u001b[0m     \u001b[38;5;66;03m# GH 42790 - Preserve name from an Index\u001b[39;00m\n",
      "File \u001b[0;32m~/anaconda3/envs/py38trading/lib/python3.8/site-packages/pandas/core/indexes/base.py:6133\u001b[0m, in \u001b[0;36mIndex._raise_if_missing\u001b[0;34m(self, key, indexer, axis_name)\u001b[0m\n\u001b[1;32m   6130\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNone of [\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mkey\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m] are in the [\u001b[39m\u001b[38;5;132;01m{\u001b[39;00maxis_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m]\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m   6132\u001b[0m not_found \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(ensure_index(key)[missing_mask\u001b[38;5;241m.\u001b[39mnonzero()[\u001b[38;5;241m0\u001b[39m]]\u001b[38;5;241m.\u001b[39munique())\n\u001b[0;32m-> 6133\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mnot_found\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m not in index\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
      "\u001b[0;31mKeyError\u001b[0m: \"['candle_begin_time'] not in index\""
     ]
    }
   ],
   "source": [
    "\n",
    "# =====选币数据整理 & 选币\n",
    "#计算因子\n",
    "s_time = time.time()\n",
    "alldata = cal_factor(\n",
    "    symbol_candle_data, strategy_list, run_time, njob2, min_kline_size=min_kline_size\n",
    ")\n",
    "print('完成选币数据整理，花费时间：', time.time() - s_time)\n",
    "\n",
    "### 遍历账号，下单\n",
    "for strategy_ in strategy_dic:\n",
    "    #初始化quant\n",
    "    apiKey = strategy_dic[strategy_]['apiKey']\n",
    "    secret = strategy_dic[strategy_]['secret']\n",
    "    strategy_list = strategy_dic[strategy_]['strategy_list']\n",
    "    trade_ratio = strategy_dic[strategy_]['trade_ratio']\n",
    "    quant_ = QuantConfig(apiKey, secret, proxy, njob1, njob2, trade_ratio, min_kline_size, black_list,\n",
    "                        max_one_order_amount, twap_interval, strategy_list, debug=Debug)\n",
    "    quant_.initialize()\n",
    "    exchange = quant_.exchange\n",
    "    strategy_list = quant_.strategy_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "ename": "JSONDecodeError",
     "evalue": "Expecting value: line 1 column 1 (char 0)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mJSONDecodeError\u001b[0m                           Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[9], line 7\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m#####################\u001b[39;00m\n\u001b[1;32m      2\u001b[0m \u001b[38;5;66;03m# 获取U本位合约账户净值(不包含未实现盈亏)\u001b[39;00m\n\u001b[1;32m      3\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m debug:\n\u001b[1;32m      4\u001b[0m     \u001b[38;5;66;03m# 测试计算\u001b[39;00m\n\u001b[1;32m      5\u001b[0m     \u001b[38;5;66;03m# equity = 1000\u001b[39;00m\n\u001b[1;32m      6\u001b[0m     \u001b[38;5;66;03m# 真实账户\u001b[39;00m\n\u001b[0;32m----> 7\u001b[0m     balance    \u001b[38;5;241m=\u001b[39m \u001b[43mrobust\u001b[49m\u001b[43m(\u001b[49m\u001b[43mexchange\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfapiPrivateV2_get_balance\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunc_name\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mfapiPrivateV2_get_balance\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m  \u001b[38;5;66;03m# 获取账户净值\u001b[39;00m\n\u001b[1;32m      8\u001b[0m     balance    \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mDataFrame(balance)\n\u001b[1;32m      9\u001b[0m     equity     \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mfloat\u001b[39m(balance[balance[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124masset\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mUSDT\u001b[39m\u001b[38;5;124m'\u001b[39m][\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mbalance\u001b[39m\u001b[38;5;124m'\u001b[39m])\n",
      "File \u001b[0;32m~/BMAC中性2/多策略多账户/src_product_多/utils/commons.py:31\u001b[0m, in \u001b[0;36mrobust\u001b[0;34m(func, params, func_name, retry_times, sleep_seconds)\u001b[0m\n\u001b[1;32m     29\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(e, ccxt\u001b[38;5;241m.\u001b[39mExchangeError):\n\u001b[1;32m     30\u001b[0m     msg \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mstr\u001b[39m(e)\u001b[38;5;241m.\u001b[39mreplace(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mbinance\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m)\u001b[38;5;241m.\u001b[39mstrip()\n\u001b[0;32m---> 31\u001b[0m     error_code \u001b[38;5;241m=\u001b[39m \u001b[43mjson\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mloads\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmsg\u001b[49m\u001b[43m)\u001b[49m[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcode\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[1;32m     32\u001b[0m     \u001b[38;5;66;03m# {'code': -2022, 'msg': 'ReduceOnly Order is rejected.'}\u001b[39;00m\n\u001b[1;32m     33\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m error_code \u001b[38;5;129;01min\u001b[39;00m (\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m2022\u001b[39m, ):\n",
      "File \u001b[0;32m~/anaconda3/envs/py38trading/lib/python3.8/json/__init__.py:357\u001b[0m, in \u001b[0;36mloads\u001b[0;34m(s, cls, object_hook, parse_float, parse_int, parse_constant, object_pairs_hook, **kw)\u001b[0m\n\u001b[1;32m    352\u001b[0m     \u001b[38;5;28;01mdel\u001b[39;00m kw[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mencoding\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[1;32m    354\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (\u001b[38;5;28mcls\u001b[39m \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m object_hook \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m\n\u001b[1;32m    355\u001b[0m         parse_int \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m parse_float \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m\n\u001b[1;32m    356\u001b[0m         parse_constant \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m object_pairs_hook \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m kw):\n\u001b[0;32m--> 357\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_default_decoder\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdecode\u001b[49m\u001b[43m(\u001b[49m\u001b[43ms\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    358\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mcls\u001b[39m \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    359\u001b[0m     \u001b[38;5;28mcls\u001b[39m \u001b[38;5;241m=\u001b[39m JSONDecoder\n",
      "File \u001b[0;32m~/anaconda3/envs/py38trading/lib/python3.8/json/decoder.py:337\u001b[0m, in \u001b[0;36mJSONDecoder.decode\u001b[0;34m(self, s, _w)\u001b[0m\n\u001b[1;32m    332\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mdecode\u001b[39m(\u001b[38;5;28mself\u001b[39m, s, _w\u001b[38;5;241m=\u001b[39mWHITESPACE\u001b[38;5;241m.\u001b[39mmatch):\n\u001b[1;32m    333\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"Return the Python representation of ``s`` (a ``str`` instance\u001b[39;00m\n\u001b[1;32m    334\u001b[0m \u001b[38;5;124;03m    containing a JSON document).\u001b[39;00m\n\u001b[1;32m    335\u001b[0m \n\u001b[1;32m    336\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m--> 337\u001b[0m     obj, end \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mraw_decode\u001b[49m\u001b[43m(\u001b[49m\u001b[43ms\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43midx\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m_w\u001b[49m\u001b[43m(\u001b[49m\u001b[43ms\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mend\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    338\u001b[0m     end \u001b[38;5;241m=\u001b[39m _w(s, end)\u001b[38;5;241m.\u001b[39mend()\n\u001b[1;32m    339\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m end \u001b[38;5;241m!=\u001b[39m \u001b[38;5;28mlen\u001b[39m(s):\n",
      "File \u001b[0;32m~/anaconda3/envs/py38trading/lib/python3.8/json/decoder.py:355\u001b[0m, in \u001b[0;36mJSONDecoder.raw_decode\u001b[0;34m(self, s, idx)\u001b[0m\n\u001b[1;32m    353\u001b[0m     obj, end \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mscan_once(s, idx)\n\u001b[1;32m    354\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mStopIteration\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[0;32m--> 355\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m JSONDecodeError(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mExpecting value\u001b[39m\u001b[38;5;124m\"\u001b[39m, s, err\u001b[38;5;241m.\u001b[39mvalue) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m    356\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m obj, end\n",
      "\u001b[0;31mJSONDecodeError\u001b[0m: Expecting value: line 1 column 1 (char 0)"
     ]
    }
   ],
   "source": [
    "\n",
    "\n",
    "#####################\n",
    "# 获取U本位合约账户净值(不包含未实现盈亏)\n",
    "if debug:\n",
    "    # 测试计算\n",
    "    # equity = 1000\n",
    "    # 真实账户\n",
    "    balance    = robust(exchange.fapiPrivateV2_get_balance, func_name='fapiPrivateV2_get_balance')  # 获取账户净值\n",
    "    balance    = pd.DataFrame(balance)\n",
    "    equity     = float(balance[balance['asset'] == 'USDT']['balance'])\n",
    "    equity_unrealized = float(balance[balance['asset'] == 'USDT']['crossUnPnl'])\n",
    "\n",
    "else:\n",
    "    balance    = robust(exchange.fapiPrivateV2_get_balance, func_name='fapiPrivateV2_get_balance')  # 获取账户净值\n",
    "    balance    = pd.DataFrame(balance)\n",
    "    equity     = float(balance[balance['asset'] == 'USDT']['balance'])\n",
    "    equity_unrealized = float(balance[balance['asset'] == 'USDT']['crossUnPnl'])\n",
    "\n",
    "trade_usdt = (equity+equity_unrealized)*trade_ratio\n",
    "print('账户净值:', (equity+equity_unrealized), '杠杆:', trade_ratio, '实际净值:', trade_usdt)\n",
    "send_wechat_work_msg(f\"账户净值: {equity+equity_unrealized}美元,加完杠杆后的资金量 {trade_usdt}美元!\")\n",
    "trade_usdt = equity*trade_ratio\n",
    "#print('账户净值:', equity, '杠杆:', trade_ratio, '实际净值:', trade_usdt)\n",
    "# =====获取每个策略分配的资金：固定资金，之后的版本会改成浮动\n",
    "strategy_trade_usdt = cal_strategy_trade_usdt(strategy_list, trade_usdt)\n",
    "# =====获取账户的实际持仓\n",
    "if debug:\n",
    "    # symbol_info = pd.DataFrame(index=symbol_list, columns=['当前持仓量'])\n",
    "    # symbol_info['当前持仓量'] = 0\n",
    "     symbol_info = update_symbol_info(exchange, symbol_list)\n",
    "else:\n",
    "    symbol_info = update_symbol_info(exchange, symbol_list)\n",
    "#\n",
    "dfsendtowechat=symbol_info[symbol_info[\"当前持仓量\"]!=0] #正负持仓\n",
    "send_dataframe(dfsendtowechat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# =====开始计算&下单\n",
    "select_coin = Select_coin(alldata, strategy_list, run_time)\n",
    "\n",
    "symbol_info = cal_order_amount(symbol_info, select_coin, strategy_trade_usdt)\n",
    "print(strategy_,'选币成功')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 下单"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'symbol_info' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[11], line 2\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# 补全历史持仓的最新价格信息\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[43msymbol_info\u001b[49m[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m实际下单资金\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39misnull()\u001b[38;5;241m.\u001b[39many():\n\u001b[1;32m      3\u001b[0m     symbol_last_price \u001b[38;5;241m=\u001b[39m fetch_binance_ticker_data(exchange)\n\u001b[1;32m      4\u001b[0m     nan_symbol \u001b[38;5;241m=\u001b[39m symbol_info\u001b[38;5;241m.\u001b[39mloc[symbol_info[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m实际下单资金\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39misnull(), \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m实际下单资金\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mindex\n",
      "\u001b[0;31mNameError\u001b[0m: name 'symbol_info' is not defined"
     ]
    }
   ],
   "source": [
    "\n",
    "# 补全历史持仓的最新价格信息\n",
    "if symbol_info['实际下单资金'].isnull().any():\n",
    "    symbol_last_price = fetch_binance_ticker_data(exchange)\n",
    "    nan_symbol = symbol_info.loc[symbol_info['实际下单资金'].isnull(), '实际下单资金'].index\n",
    "    symbol_info.loc[nan_symbol, '实际下单资金'] = symbol_info.loc[nan_symbol, '实际下单量'] * symbol_last_price[nan_symbol]\n",
    "\n",
    "# 使用twap算法拆分订单\n",
    "twap_symbol_info_list = get_twap_symbol_info_list(symbol_info, max_one_order_amount)\n",
    "\n",
    "for i in range(len(twap_symbol_info_list)):\n",
    "    # =====获取币种的最新价格\n",
    "    symbol_last_price = fetch_binance_ticker_data(exchange)\n",
    "    # =====逐批下单\n",
    "    if not debug:\n",
    "        place_order(exchange, twap_symbol_info_list[i], symbol_last_price, min_qty, price_precision, min_notional)\n",
    "    else:\n",
    "        # 测试计算\n",
    "        # print('测试拆单', twap_symbol_info_list[i])\n",
    "        # continue\n",
    "        # 真实账户\n",
    "        place_order(exchange, twap_symbol_info_list[i], symbol_last_price, min_qty, price_precision, min_notional)\n",
    "\n",
    "    # =====idle\n",
    "    if i < len(twap_symbol_info_list) - 1 :\n",
    "        print(f'Twap {twap_interval} s 等待')\n",
    "        time.sleep(twap_interval)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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